{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:18.080861Z",
     "start_time": "2017-06-04T04:01:18.019418Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "# must go first \n",
    "%matplotlib inline \n",
    "%config InlineBackend.figure_format='retina'\n",
    "\n",
    "# plotting\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_context(\"poster\", font_scale=1.3)\n",
    "import folium\n",
    "\n",
    "# system packages \n",
    "import os, sys\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# basic wrangling \n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# eda tools \n",
    "import pivottablejs\n",
    "import missingno as msno\n",
    "import pandas_profiling\n",
    "\n",
    "# interactive \n",
    "import ipywidgets as widgets\n",
    "\n",
    "# more technical eda\n",
    "import sklearn\n",
    "import scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:18.085397Z",
     "start_time": "2017-06-04T04:01:18.082645Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "sys.path.append('../../scripts/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:18.090249Z",
     "start_time": "2017-06-04T04:01:18.087128Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "from aqua_helper import time_slice, country_slice, time_series, simple_regions, subregion, variable_slice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:18.099269Z",
     "start_time": "2017-06-04T04:01:18.092123Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "# mpl_update = {'font.size':16,\n",
    "#               'xtick.labelsize':14,\n",
    "#               'ytick.labelsize':14,\n",
    "#               'figure.figsize':[12.0,8.0],\n",
    "#               'axes.color_cycle':['#0055A7', '#2C3E4F', '#26C5ED', '#00cc66', '#D34100', '#FF9700','#091D32'], \n",
    "#               'axes.labelsize':16,\n",
    "#               'axes.labelcolor':'#677385',\n",
    "#               'axes.titlesize':20,\n",
    "#               'lines.color':'#0055A7',\n",
    "#               'lines.linewidth':3,\n",
    "#               'text.color':'#677385'}\n",
    "# mpl.rcParams.update(mpl_update)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "http://www.fao.org/nr/water/aquastat/data/query/index.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(143280, 7)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('aquastat.csv.gzip', compression='gzip')\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(143280, 7)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simple_regions ={\n",
    "    'World | Asia':'Asia',\n",
    "    'Americas | Central America and Caribbean | Central America': 'North America',\n",
    "    'Americas | Central America and Caribbean | Greater Antilles': 'North America',\n",
    "    'Americas | Central America and Caribbean | Lesser Antilles and Bahamas': 'North America',\n",
    "    'Americas | Northern America | Northern America': 'North America',\n",
    "    'Americas | Northern America | Mexico': 'North America',\n",
    "    'Americas | Southern America | Guyana':'South America',\n",
    "    'Americas | Southern America | Andean':'South America',\n",
    "    'Americas | Southern America | Brazil':'South America',\n",
    "    'Americas | Southern America | Southern America':'South America', \n",
    "    'World | Africa':'Africa',\n",
    "    'World | Europe':'Europe', \n",
    "    'World | Oceania':'Oceania'\n",
    "}\n",
    "# simplify regions\n",
    "data.region = data.region.apply(lambda x: simple_regions[x])\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:18.634319Z",
     "start_time": "2017-06-04T04:01:18.101042Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128952, 7)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# remove exploitable fields and national rainfall index\n",
    "data = data.loc[~data.variable.str.contains('exploitable'),:]\n",
    "data = data.loc[~(data.variable=='national_rainfall_index')]\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Subset for cross-sectional analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:18.695245Z",
     "start_time": "2017-06-04T04:01:18.670467Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>2013-2017</th>\n",
       "      <th>accounted_flow</th>\n",
       "      <th>accounted_flow_border_rivers</th>\n",
       "      <th>agg_to_gdp</th>\n",
       "      <th>arable_land</th>\n",
       "      <th>avg_annual_rain_depth</th>\n",
       "      <th>avg_annual_rain_vol</th>\n",
       "      <th>cultivated_area</th>\n",
       "      <th>dam_capacity_per_capita</th>\n",
       "      <th>dependency_ratio</th>\n",
       "      <th>flood_occurence</th>\n",
       "      <th>...</th>\n",
       "      <th>total_flow_border_rivers</th>\n",
       "      <th>total_pop</th>\n",
       "      <th>total_pop_access_drinking</th>\n",
       "      <th>total_renewable</th>\n",
       "      <th>total_renewable_groundwater</th>\n",
       "      <th>total_renewable_per_capita</th>\n",
       "      <th>total_renewable_surface</th>\n",
       "      <th>urban_pop</th>\n",
       "      <th>urban_pop_access_drinking</th>\n",
       "      <th>water_total_external_renewable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>19.000</td>\n",
       "      <td>9.000</td>\n",
       "      <td>22.6000</td>\n",
       "      <td>7771.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>213.5000</td>\n",
       "      <td>7910.0</td>\n",
       "      <td>61.760</td>\n",
       "      <td>28.7200</td>\n",
       "      <td>3.7</td>\n",
       "      <td>...</td>\n",
       "      <td>33.400</td>\n",
       "      <td>32527.00</td>\n",
       "      <td>55.3</td>\n",
       "      <td>65.3300</td>\n",
       "      <td>10.650</td>\n",
       "      <td>2008.00</td>\n",
       "      <td>55.680</td>\n",
       "      <td>8547.00</td>\n",
       "      <td>78.2</td>\n",
       "      <td>18.180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>3.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.0500</td>\n",
       "      <td>615.6</td>\n",
       "      <td>1485.0</td>\n",
       "      <td>42.6900</td>\n",
       "      <td>696.0</td>\n",
       "      <td>1391.000</td>\n",
       "      <td>10.9300</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2897.00</td>\n",
       "      <td>95.1</td>\n",
       "      <td>30.2000</td>\n",
       "      <td>6.200</td>\n",
       "      <td>10425.00</td>\n",
       "      <td>26.350</td>\n",
       "      <td>1835.00</td>\n",
       "      <td>94.9</td>\n",
       "      <td>3.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>0.390</td>\n",
       "      <td>0.000</td>\n",
       "      <td>13.0500</td>\n",
       "      <td>7469.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>212.0000</td>\n",
       "      <td>8439.0</td>\n",
       "      <td>209.300</td>\n",
       "      <td>3.5990</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39667.00</td>\n",
       "      <td>83.6</td>\n",
       "      <td>11.6700</td>\n",
       "      <td>1.517</td>\n",
       "      <td>294.20</td>\n",
       "      <td>10.150</td>\n",
       "      <td>28739.00</td>\n",
       "      <td>84.3</td>\n",
       "      <td>0.420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5239</td>\n",
       "      <td>2.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.4724</td>\n",
       "      <td>2.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.47</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.3156</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4479.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.90</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>0.400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4900.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>1259.0000</td>\n",
       "      <td>5190.0</td>\n",
       "      <td>377.500</td>\n",
       "      <td>0.2695</td>\n",
       "      <td>1.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>25022.00</td>\n",
       "      <td>49.0</td>\n",
       "      <td>148.4000</td>\n",
       "      <td>58.000</td>\n",
       "      <td>5931.00</td>\n",
       "      <td>145.400</td>\n",
       "      <td>10052.00</td>\n",
       "      <td>75.4</td>\n",
       "      <td>0.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antigua and Barbuda</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.3720</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>0.4532</td>\n",
       "      <td>5.0</td>\n",
       "      <td>65.350</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>91.82</td>\n",
       "      <td>97.9</td>\n",
       "      <td>0.0520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>566.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.83</td>\n",
       "      <td>97.9</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>584.200</td>\n",
       "      <td>67.940</td>\n",
       "      <td>8.3140</td>\n",
       "      <td>39200.0</td>\n",
       "      <td>591.0</td>\n",
       "      <td>1643.0000</td>\n",
       "      <td>40200.0</td>\n",
       "      <td>3031.000</td>\n",
       "      <td>66.6700</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>135.900</td>\n",
       "      <td>43417.00</td>\n",
       "      <td>99.1</td>\n",
       "      <td>876.2000</td>\n",
       "      <td>128.000</td>\n",
       "      <td>20181.00</td>\n",
       "      <td>860.200</td>\n",
       "      <td>38677.00</td>\n",
       "      <td>99.0</td>\n",
       "      <td>584.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Armenia</th>\n",
       "      <td>0.910</td>\n",
       "      <td>0.910</td>\n",
       "      <td>19.3500</td>\n",
       "      <td>447.5</td>\n",
       "      <td>562.0</td>\n",
       "      <td>16.7100</td>\n",
       "      <td>505.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.7100</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>1.820</td>\n",
       "      <td>3018.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>7.7690</td>\n",
       "      <td>4.311</td>\n",
       "      <td>2574.00</td>\n",
       "      <td>4.858</td>\n",
       "      <td>1874.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Australia</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.3840</td>\n",
       "      <td>46957.0</td>\n",
       "      <td>534.0</td>\n",
       "      <td>4134.0000</td>\n",
       "      <td>47307.0</td>\n",
       "      <td>3245.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>23969.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>492.0000</td>\n",
       "      <td>72.000</td>\n",
       "      <td>20527.00</td>\n",
       "      <td>440.000</td>\n",
       "      <td>21393.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>22.700</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.3300</td>\n",
       "      <td>1352.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>93.1100</td>\n",
       "      <td>1417.0</td>\n",
       "      <td>249.000</td>\n",
       "      <td>29.2100</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8545.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>77.7000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>9093.00</td>\n",
       "      <td>77.700</td>\n",
       "      <td>5645.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>22.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azerbaijan</th>\n",
       "      <td>26.560</td>\n",
       "      <td>1.180</td>\n",
       "      <td>6.7910</td>\n",
       "      <td>1926.0</td>\n",
       "      <td>447.0</td>\n",
       "      <td>38.7100</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>2204.000</td>\n",
       "      <td>76.6000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.360</td>\n",
       "      <td>9754.00</td>\n",
       "      <td>87.0</td>\n",
       "      <td>34.6800</td>\n",
       "      <td>6.510</td>\n",
       "      <td>3555.00</td>\n",
       "      <td>32.520</td>\n",
       "      <td>5250.00</td>\n",
       "      <td>94.7</td>\n",
       "      <td>26.560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bahamas</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.7680</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>17.9300</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>388.00</td>\n",
       "      <td>98.4</td>\n",
       "      <td>0.7000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1804.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>321.20</td>\n",
       "      <td>98.4</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bahrain</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.3004</td>\n",
       "      <td>1.6</td>\n",
       "      <td>83.0</td>\n",
       "      <td>0.0640</td>\n",
       "      <td>4.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.5500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1377.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.112</td>\n",
       "      <td>84.24</td>\n",
       "      <td>0.004</td>\n",
       "      <td>1207.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bangladesh</th>\n",
       "      <td>1122.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15.5100</td>\n",
       "      <td>7669.0</td>\n",
       "      <td>2666.0</td>\n",
       "      <td>393.6000</td>\n",
       "      <td>8499.0</td>\n",
       "      <td>40.230</td>\n",
       "      <td>91.4400</td>\n",
       "      <td>4.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>160996.00</td>\n",
       "      <td>86.9</td>\n",
       "      <td>1227.0000</td>\n",
       "      <td>21.120</td>\n",
       "      <td>7621.00</td>\n",
       "      <td>1206.000</td>\n",
       "      <td>54984.00</td>\n",
       "      <td>86.5</td>\n",
       "      <td>1122.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barbados</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.4440</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1422.0</td>\n",
       "      <td>0.6115</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>284.20</td>\n",
       "      <td>99.7</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>0.074</td>\n",
       "      <td>281.50</td>\n",
       "      <td>0.008</td>\n",
       "      <td>90.48</td>\n",
       "      <td>99.7</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belarus</th>\n",
       "      <td>23.900</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.7960</td>\n",
       "      <td>5670.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>128.3000</td>\n",
       "      <td>5788.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.2800</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9496.00</td>\n",
       "      <td>99.7</td>\n",
       "      <td>57.9000</td>\n",
       "      <td>15.900</td>\n",
       "      <td>6097.00</td>\n",
       "      <td>57.900</td>\n",
       "      <td>7099.00</td>\n",
       "      <td>99.9</td>\n",
       "      <td>23.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <td>6.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6162</td>\n",
       "      <td>817.0</td>\n",
       "      <td>847.0</td>\n",
       "      <td>25.8600</td>\n",
       "      <td>839.3</td>\n",
       "      <td>12.770</td>\n",
       "      <td>34.4300</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11299.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>18.3000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>1620.00</td>\n",
       "      <td>18.300</td>\n",
       "      <td>10944.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>6.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belize</th>\n",
       "      <td>6.474</td>\n",
       "      <td>0.432</td>\n",
       "      <td>15.5200</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1705.0</td>\n",
       "      <td>39.1600</td>\n",
       "      <td>110.0</td>\n",
       "      <td>338.700</td>\n",
       "      <td>29.7900</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.864</td>\n",
       "      <td>359.30</td>\n",
       "      <td>99.5</td>\n",
       "      <td>21.7300</td>\n",
       "      <td>7.510</td>\n",
       "      <td>60479.00</td>\n",
       "      <td>21.730</td>\n",
       "      <td>152.80</td>\n",
       "      <td>98.9</td>\n",
       "      <td>6.474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Benin</th>\n",
       "      <td>16.090</td>\n",
       "      <td>16.090</td>\n",
       "      <td>23.1900</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>119.2000</td>\n",
       "      <td>3200.0</td>\n",
       "      <td>2.160</td>\n",
       "      <td>60.9700</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>32.190</td>\n",
       "      <td>10880.00</td>\n",
       "      <td>77.9</td>\n",
       "      <td>26.3900</td>\n",
       "      <td>1.800</td>\n",
       "      <td>2426.00</td>\n",
       "      <td>26.090</td>\n",
       "      <td>4782.00</td>\n",
       "      <td>85.2</td>\n",
       "      <td>16.090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bhutan</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>17.0600</td>\n",
       "      <td>100.2</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>84.4600</td>\n",
       "      <td>112.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>4.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>774.80</td>\n",
       "      <td>100.0</td>\n",
       "      <td>78.0000</td>\n",
       "      <td>8.100</td>\n",
       "      <td>100671.00</td>\n",
       "      <td>78.000</td>\n",
       "      <td>300.10</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bolivia (Plurinational State of)</th>\n",
       "      <td>270.500</td>\n",
       "      <td>11.500</td>\n",
       "      <td>12.9900</td>\n",
       "      <td>4472.0</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>1259.0000</td>\n",
       "      <td>4704.0</td>\n",
       "      <td>55.490</td>\n",
       "      <td>47.1300</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>15.000</td>\n",
       "      <td>10725.00</td>\n",
       "      <td>90.0</td>\n",
       "      <td>574.0000</td>\n",
       "      <td>130.000</td>\n",
       "      <td>53520.00</td>\n",
       "      <td>547.900</td>\n",
       "      <td>7553.00</td>\n",
       "      <td>96.7</td>\n",
       "      <td>270.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bosnia and Herzegovina</th>\n",
       "      <td>2.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.1040</td>\n",
       "      <td>1011.0</td>\n",
       "      <td>1028.0</td>\n",
       "      <td>52.6400</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>764.300</td>\n",
       "      <td>5.3330</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3810.00</td>\n",
       "      <td>99.9</td>\n",
       "      <td>37.5000</td>\n",
       "      <td>11.570</td>\n",
       "      <td>9843.00</td>\n",
       "      <td>36.340</td>\n",
       "      <td>1519.00</td>\n",
       "      <td>99.7</td>\n",
       "      <td>2.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Botswana</th>\n",
       "      <td>9.840</td>\n",
       "      <td>0.800</td>\n",
       "      <td>2.4080</td>\n",
       "      <td>399.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>242.0000</td>\n",
       "      <td>401.0</td>\n",
       "      <td>200.600</td>\n",
       "      <td>80.3900</td>\n",
       "      <td>2.1</td>\n",
       "      <td>...</td>\n",
       "      <td>1.600</td>\n",
       "      <td>2262.00</td>\n",
       "      <td>96.2</td>\n",
       "      <td>12.2400</td>\n",
       "      <td>1.700</td>\n",
       "      <td>5411.00</td>\n",
       "      <td>10.640</td>\n",
       "      <td>1181.00</td>\n",
       "      <td>99.2</td>\n",
       "      <td>9.840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>2986.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.2150</td>\n",
       "      <td>80017.0</td>\n",
       "      <td>1761.0</td>\n",
       "      <td>14995.0000</td>\n",
       "      <td>86589.0</td>\n",
       "      <td>3370.000</td>\n",
       "      <td>34.5300</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>207848.00</td>\n",
       "      <td>98.1</td>\n",
       "      <td>8647.0000</td>\n",
       "      <td>645.600</td>\n",
       "      <td>41603.00</td>\n",
       "      <td>8647.000</td>\n",
       "      <td>174508.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2986.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brunei Darussalam</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.7258</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2722.0</td>\n",
       "      <td>15.7100</td>\n",
       "      <td>11.0</td>\n",
       "      <td>106.300</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>423.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>0.100</td>\n",
       "      <td>20085.00</td>\n",
       "      <td>8.500</td>\n",
       "      <td>330.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bulgaria</th>\n",
       "      <td>0.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.1380</td>\n",
       "      <td>3486.0</td>\n",
       "      <td>608.0</td>\n",
       "      <td>67.4900</td>\n",
       "      <td>3613.0</td>\n",
       "      <td>911.600</td>\n",
       "      <td>1.4080</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>179.000</td>\n",
       "      <td>7150.00</td>\n",
       "      <td>99.4</td>\n",
       "      <td>21.3000</td>\n",
       "      <td>6.400</td>\n",
       "      <td>2979.00</td>\n",
       "      <td>20.400</td>\n",
       "      <td>5260.00</td>\n",
       "      <td>99.6</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burkina Faso</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>32.9400</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>205.1000</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>294.800</td>\n",
       "      <td>7.4070</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18106.00</td>\n",
       "      <td>82.3</td>\n",
       "      <td>13.5000</td>\n",
       "      <td>9.500</td>\n",
       "      <td>745.60</td>\n",
       "      <td>9.000</td>\n",
       "      <td>5349.00</td>\n",
       "      <td>97.5</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burundi</th>\n",
       "      <td>2.476</td>\n",
       "      <td>2.350</td>\n",
       "      <td>42.8900</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>35.4600</td>\n",
       "      <td>1550.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.7500</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>4.700</td>\n",
       "      <td>11179.00</td>\n",
       "      <td>75.9</td>\n",
       "      <td>12.5400</td>\n",
       "      <td>7.470</td>\n",
       "      <td>1122.00</td>\n",
       "      <td>12.540</td>\n",
       "      <td>1304.00</td>\n",
       "      <td>91.1</td>\n",
       "      <td>2.476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cabo Verde</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.7240</td>\n",
       "      <td>55.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>0.9188</td>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>520.50</td>\n",
       "      <td>91.7</td>\n",
       "      <td>0.3000</td>\n",
       "      <td>0.124</td>\n",
       "      <td>576.40</td>\n",
       "      <td>0.181</td>\n",
       "      <td>333.10</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cambodia</th>\n",
       "      <td>355.500</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.2500</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>1904.0</td>\n",
       "      <td>344.7000</td>\n",
       "      <td>3955.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.6700</td>\n",
       "      <td>3.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15578.00</td>\n",
       "      <td>75.5</td>\n",
       "      <td>476.1000</td>\n",
       "      <td>17.600</td>\n",
       "      <td>30562.00</td>\n",
       "      <td>471.500</td>\n",
       "      <td>3249.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>355.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Swaziland</th>\n",
       "      <td>1.870</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.8900</td>\n",
       "      <td>175.0</td>\n",
       "      <td>788.0</td>\n",
       "      <td>13.6800</td>\n",
       "      <td>190.0</td>\n",
       "      <td>454.500</td>\n",
       "      <td>41.4600</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1287.00</td>\n",
       "      <td>74.1</td>\n",
       "      <td>4.5100</td>\n",
       "      <td>0.660</td>\n",
       "      <td>3504.00</td>\n",
       "      <td>4.510</td>\n",
       "      <td>273.90</td>\n",
       "      <td>93.6</td>\n",
       "      <td>1.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>3.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.3680</td>\n",
       "      <td>2588.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>279.2000</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>3677.000</td>\n",
       "      <td>1.7240</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9779.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>174.0000</td>\n",
       "      <td>20.000</td>\n",
       "      <td>17793.00</td>\n",
       "      <td>173.000</td>\n",
       "      <td>8319.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>13.100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6859</td>\n",
       "      <td>400.2</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>63.4600</td>\n",
       "      <td>425.7</td>\n",
       "      <td>402.800</td>\n",
       "      <td>24.4900</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8299.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>53.5000</td>\n",
       "      <td>2.500</td>\n",
       "      <td>6447.00</td>\n",
       "      <td>53.500</td>\n",
       "      <td>6089.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>13.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Syrian Arab Republic</th>\n",
       "      <td>17.340</td>\n",
       "      <td>1.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4662.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>46.6700</td>\n",
       "      <td>5733.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.3600</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>18.000</td>\n",
       "      <td>18502.00</td>\n",
       "      <td>90.1</td>\n",
       "      <td>16.8000</td>\n",
       "      <td>6.174</td>\n",
       "      <td>908.00</td>\n",
       "      <td>12.630</td>\n",
       "      <td>12837.00</td>\n",
       "      <td>92.3</td>\n",
       "      <td>9.670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tajikistan</th>\n",
       "      <td>13.310</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.4100</td>\n",
       "      <td>730.0</td>\n",
       "      <td>691.0</td>\n",
       "      <td>97.6900</td>\n",
       "      <td>870.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.3400</td>\n",
       "      <td>3.7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8482.00</td>\n",
       "      <td>73.8</td>\n",
       "      <td>21.9100</td>\n",
       "      <td>6.000</td>\n",
       "      <td>2583.00</td>\n",
       "      <td>18.910</td>\n",
       "      <td>2306.00</td>\n",
       "      <td>93.1</td>\n",
       "      <td>-41.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thailand</th>\n",
       "      <td>214.100</td>\n",
       "      <td>214.100</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>16810.0</td>\n",
       "      <td>1622.0</td>\n",
       "      <td>832.3000</td>\n",
       "      <td>21310.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.8100</td>\n",
       "      <td>3.7</td>\n",
       "      <td>...</td>\n",
       "      <td>480.000</td>\n",
       "      <td>67959.00</td>\n",
       "      <td>97.8</td>\n",
       "      <td>438.6000</td>\n",
       "      <td>41.900</td>\n",
       "      <td>6454.00</td>\n",
       "      <td>427.400</td>\n",
       "      <td>33952.00</td>\n",
       "      <td>97.6</td>\n",
       "      <td>214.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The former Yugoslav Republic of Macedonia</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11.1600</td>\n",
       "      <td>414.0</td>\n",
       "      <td>619.0</td>\n",
       "      <td>15.9100</td>\n",
       "      <td>452.0</td>\n",
       "      <td>1102.000</td>\n",
       "      <td>15.6200</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2078.00</td>\n",
       "      <td>99.4</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3080.00</td>\n",
       "      <td>6.400</td>\n",
       "      <td>1204.00</td>\n",
       "      <td>99.8</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timor-Leste</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.1800</td>\n",
       "      <td>155.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>22.3000</td>\n",
       "      <td>230.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1185.00</td>\n",
       "      <td>71.9</td>\n",
       "      <td>8.2150</td>\n",
       "      <td>0.886</td>\n",
       "      <td>6932.00</td>\n",
       "      <td>8.129</td>\n",
       "      <td>384.30</td>\n",
       "      <td>95.2</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Togo</th>\n",
       "      <td>3.200</td>\n",
       "      <td>0.000</td>\n",
       "      <td>41.0000</td>\n",
       "      <td>2650.0</td>\n",
       "      <td>1168.0</td>\n",
       "      <td>66.3300</td>\n",
       "      <td>2820.0</td>\n",
       "      <td>235.000</td>\n",
       "      <td>21.7700</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7305.00</td>\n",
       "      <td>63.1</td>\n",
       "      <td>14.7000</td>\n",
       "      <td>5.700</td>\n",
       "      <td>2012.00</td>\n",
       "      <td>14.000</td>\n",
       "      <td>2866.00</td>\n",
       "      <td>91.4</td>\n",
       "      <td>3.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tokelau</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.25</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tonga</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.5000</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>106.20</td>\n",
       "      <td>99.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.22</td>\n",
       "      <td>99.7</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trinidad and Tobago</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.4767</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>11.2900</td>\n",
       "      <td>47.0</td>\n",
       "      <td>52.570</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1360.00</td>\n",
       "      <td>95.1</td>\n",
       "      <td>3.8400</td>\n",
       "      <td>0.614</td>\n",
       "      <td>2824.00</td>\n",
       "      <td>3.740</td>\n",
       "      <td>113.70</td>\n",
       "      <td>95.1</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tunisia</th>\n",
       "      <td>0.320</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.8160</td>\n",
       "      <td>2900.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>33.8700</td>\n",
       "      <td>5232.0</td>\n",
       "      <td>239.100</td>\n",
       "      <td>9.1010</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11254.00</td>\n",
       "      <td>97.7</td>\n",
       "      <td>4.6150</td>\n",
       "      <td>1.595</td>\n",
       "      <td>410.10</td>\n",
       "      <td>3.420</td>\n",
       "      <td>7510.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkey</th>\n",
       "      <td>4.700</td>\n",
       "      <td>2.900</td>\n",
       "      <td>8.5900</td>\n",
       "      <td>20706.0</td>\n",
       "      <td>593.0</td>\n",
       "      <td>465.7000</td>\n",
       "      <td>23944.0</td>\n",
       "      <td>2000.000</td>\n",
       "      <td>1.5180</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>5.800</td>\n",
       "      <td>78666.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>211.6000</td>\n",
       "      <td>67.800</td>\n",
       "      <td>2690.00</td>\n",
       "      <td>171.800</td>\n",
       "      <td>56288.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>-15.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkmenistan</th>\n",
       "      <td>45.360</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>78.5800</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.0000</td>\n",
       "      <td>1.8</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5374.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.7700</td>\n",
       "      <td>0.405</td>\n",
       "      <td>4609.00</td>\n",
       "      <td>24.360</td>\n",
       "      <td>2689.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuvalu</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.1600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9.92</td>\n",
       "      <td>97.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.92</td>\n",
       "      <td>98.3</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uganda</th>\n",
       "      <td>21.100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>24.7100</td>\n",
       "      <td>6900.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>285.0000</td>\n",
       "      <td>9100.0</td>\n",
       "      <td>2050.000</td>\n",
       "      <td>35.1100</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39032.00</td>\n",
       "      <td>79.0</td>\n",
       "      <td>60.1000</td>\n",
       "      <td>29.000</td>\n",
       "      <td>1540.00</td>\n",
       "      <td>60.100</td>\n",
       "      <td>6463.00</td>\n",
       "      <td>95.5</td>\n",
       "      <td>21.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ukraine</th>\n",
       "      <td>120.200</td>\n",
       "      <td>84.050</td>\n",
       "      <td>14.0400</td>\n",
       "      <td>32531.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>341.0000</td>\n",
       "      <td>33424.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.5700</td>\n",
       "      <td>2.4</td>\n",
       "      <td>...</td>\n",
       "      <td>168.100</td>\n",
       "      <td>44824.00</td>\n",
       "      <td>96.2</td>\n",
       "      <td>175.3000</td>\n",
       "      <td>22.000</td>\n",
       "      <td>3911.00</td>\n",
       "      <td>170.300</td>\n",
       "      <td>31116.00</td>\n",
       "      <td>95.5</td>\n",
       "      <td>120.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Arab Emirates</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6595</td>\n",
       "      <td>37.5</td>\n",
       "      <td>78.0</td>\n",
       "      <td>6.5210</td>\n",
       "      <td>77.3</td>\n",
       "      <td>6.672</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9157.00</td>\n",
       "      <td>99.6</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>0.120</td>\n",
       "      <td>16.38</td>\n",
       "      <td>0.150</td>\n",
       "      <td>8192.00</td>\n",
       "      <td>99.6</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>2.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6799</td>\n",
       "      <td>6234.0</td>\n",
       "      <td>1220.0</td>\n",
       "      <td>297.2000</td>\n",
       "      <td>6279.0</td>\n",
       "      <td>81.460</td>\n",
       "      <td>1.3610</td>\n",
       "      <td>3.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>64716.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>147.0000</td>\n",
       "      <td>9.800</td>\n",
       "      <td>2271.00</td>\n",
       "      <td>146.200</td>\n",
       "      <td>52730.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Republic of Tanzania</th>\n",
       "      <td>12.270</td>\n",
       "      <td>0.000</td>\n",
       "      <td>30.5000</td>\n",
       "      <td>13500.0</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>1015.0000</td>\n",
       "      <td>15650.0</td>\n",
       "      <td>1949.000</td>\n",
       "      <td>12.7500</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>53470.00</td>\n",
       "      <td>55.6</td>\n",
       "      <td>96.2700</td>\n",
       "      <td>30.000</td>\n",
       "      <td>1800.00</td>\n",
       "      <td>92.270</td>\n",
       "      <td>16528.00</td>\n",
       "      <td>77.2</td>\n",
       "      <td>12.270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States of America</th>\n",
       "      <td>251.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.3340</td>\n",
       "      <td>154605.0</td>\n",
       "      <td>715.0</td>\n",
       "      <td>7030.0000</td>\n",
       "      <td>157205.0</td>\n",
       "      <td>2287.000</td>\n",
       "      <td>8.1790</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>321774.00</td>\n",
       "      <td>99.2</td>\n",
       "      <td>3069.0000</td>\n",
       "      <td>1383.000</td>\n",
       "      <td>9538.00</td>\n",
       "      <td>2913.000</td>\n",
       "      <td>265361.00</td>\n",
       "      <td>99.4</td>\n",
       "      <td>251.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uruguay</th>\n",
       "      <td>80.000</td>\n",
       "      <td>75.000</td>\n",
       "      <td>7.0480</td>\n",
       "      <td>2411.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>229.1000</td>\n",
       "      <td>2450.0</td>\n",
       "      <td>4997.000</td>\n",
       "      <td>46.4600</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>150.000</td>\n",
       "      <td>3432.00</td>\n",
       "      <td>99.7</td>\n",
       "      <td>172.2000</td>\n",
       "      <td>22.900</td>\n",
       "      <td>50175.00</td>\n",
       "      <td>172.200</td>\n",
       "      <td>3269.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uzbekistan</th>\n",
       "      <td>65.650</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18.2600</td>\n",
       "      <td>4400.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>92.1600</td>\n",
       "      <td>4770.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.0700</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29893.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.8700</td>\n",
       "      <td>8.800</td>\n",
       "      <td>1635.00</td>\n",
       "      <td>42.070</td>\n",
       "      <td>10804.00</td>\n",
       "      <td>98.5</td>\n",
       "      <td>32.530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vanuatu</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.2000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>24.3800</td>\n",
       "      <td>145.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>264.60</td>\n",
       "      <td>94.5</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>4.377</td>\n",
       "      <td>37793.00</td>\n",
       "      <td>10.000</td>\n",
       "      <td>68.95</td>\n",
       "      <td>98.9</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venezuela (Bolivarian Republic of)</th>\n",
       "      <td>520.000</td>\n",
       "      <td>25.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>2044.0</td>\n",
       "      <td>1864.0000</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>5066.000</td>\n",
       "      <td>39.2500</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>50.000</td>\n",
       "      <td>31108.00</td>\n",
       "      <td>93.1</td>\n",
       "      <td>1325.0000</td>\n",
       "      <td>227.000</td>\n",
       "      <td>42594.00</td>\n",
       "      <td>1303.000</td>\n",
       "      <td>27848.00</td>\n",
       "      <td>95.0</td>\n",
       "      <td>520.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Viet Nam</th>\n",
       "      <td>524.700</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.9900</td>\n",
       "      <td>6410.0</td>\n",
       "      <td>1821.0</td>\n",
       "      <td>602.7000</td>\n",
       "      <td>10232.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.3500</td>\n",
       "      <td>3.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>93448.00</td>\n",
       "      <td>97.6</td>\n",
       "      <td>884.1000</td>\n",
       "      <td>71.420</td>\n",
       "      <td>9461.00</td>\n",
       "      <td>847.700</td>\n",
       "      <td>31372.00</td>\n",
       "      <td>99.1</td>\n",
       "      <td>524.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>88.1700</td>\n",
       "      <td>1546.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26832.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.1000</td>\n",
       "      <td>1.500</td>\n",
       "      <td>78.26</td>\n",
       "      <td>2.000</td>\n",
       "      <td>8837.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>24.600</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.4980</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>767.7000</td>\n",
       "      <td>3836.0</td>\n",
       "      <td>6236.000</td>\n",
       "      <td>23.4700</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16212.00</td>\n",
       "      <td>65.4</td>\n",
       "      <td>104.8000</td>\n",
       "      <td>47.000</td>\n",
       "      <td>6464.00</td>\n",
       "      <td>104.800</td>\n",
       "      <td>6351.00</td>\n",
       "      <td>85.6</td>\n",
       "      <td>24.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>7.740</td>\n",
       "      <td>7.740</td>\n",
       "      <td>12.5300</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>657.0</td>\n",
       "      <td>256.7000</td>\n",
       "      <td>4100.0</td>\n",
       "      <td>6405.000</td>\n",
       "      <td>38.7000</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>39.900</td>\n",
       "      <td>15603.00</td>\n",
       "      <td>76.9</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>1282.00</td>\n",
       "      <td>19.000</td>\n",
       "      <td>4871.00</td>\n",
       "      <td>97.0</td>\n",
       "      <td>7.740</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>199 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "2013-2017                                  accounted_flow  \\\n",
       "country                                                     \n",
       "Afghanistan                                        19.000   \n",
       "Albania                                             3.300   \n",
       "Algeria                                             0.390   \n",
       "Andorra                                               NaN   \n",
       "Angola                                              0.400   \n",
       "Antigua and Barbuda                                 0.000   \n",
       "Argentina                                         584.200   \n",
       "Armenia                                             0.910   \n",
       "Australia                                           0.000   \n",
       "Austria                                            22.700   \n",
       "Azerbaijan                                         26.560   \n",
       "Bahamas                                             0.000   \n",
       "Bahrain                                             0.000   \n",
       "Bangladesh                                       1122.000   \n",
       "Barbados                                            0.000   \n",
       "Belarus                                            23.900   \n",
       "Belgium                                             6.300   \n",
       "Belize                                              6.474   \n",
       "Benin                                              16.090   \n",
       "Bhutan                                              0.000   \n",
       "Bolivia (Plurinational State of)                  270.500   \n",
       "Bosnia and Herzegovina                              2.000   \n",
       "Botswana                                            9.840   \n",
       "Brazil                                           2986.000   \n",
       "Brunei Darussalam                                   0.000   \n",
       "Bulgaria                                            0.300   \n",
       "Burkina Faso                                        1.000   \n",
       "Burundi                                             2.476   \n",
       "Cabo Verde                                          0.000   \n",
       "Cambodia                                          355.500   \n",
       "...                                                   ...   \n",
       "Swaziland                                           1.870   \n",
       "Sweden                                              3.000   \n",
       "Switzerland                                        13.100   \n",
       "Syrian Arab Republic                               17.340   \n",
       "Tajikistan                                         13.310   \n",
       "Thailand                                          214.100   \n",
       "The former Yugoslav Republic of Macedonia           1.000   \n",
       "Timor-Leste                                         0.000   \n",
       "Togo                                                3.200   \n",
       "Tokelau                                             0.000   \n",
       "Tonga                                               0.000   \n",
       "Trinidad and Tobago                                 0.000   \n",
       "Tunisia                                             0.320   \n",
       "Turkey                                              4.700   \n",
       "Turkmenistan                                       45.360   \n",
       "Tuvalu                                              0.000   \n",
       "Uganda                                             21.100   \n",
       "Ukraine                                           120.200   \n",
       "United Arab Emirates                                0.000   \n",
       "United Kingdom                                      2.000   \n",
       "United Republic of Tanzania                        12.270   \n",
       "United States of America                          251.000   \n",
       "Uruguay                                            80.000   \n",
       "Uzbekistan                                         65.650   \n",
       "Vanuatu                                             0.000   \n",
       "Venezuela (Bolivarian Republic of)                520.000   \n",
       "Viet Nam                                          524.700   \n",
       "Yemen                                               0.000   \n",
       "Zambia                                             24.600   \n",
       "Zimbabwe                                            7.740   \n",
       "\n",
       "2013-2017                                  accounted_flow_border_rivers  \\\n",
       "country                                                                   \n",
       "Afghanistan                                                       9.000   \n",
       "Albania                                                           0.000   \n",
       "Algeria                                                           0.000   \n",
       "Andorra                                                             NaN   \n",
       "Angola                                                            0.000   \n",
       "Antigua and Barbuda                                               0.000   \n",
       "Argentina                                                        67.940   \n",
       "Armenia                                                           0.910   \n",
       "Australia                                                         0.000   \n",
       "Austria                                                           0.000   \n",
       "Azerbaijan                                                        1.180   \n",
       "Bahamas                                                           0.000   \n",
       "Bahrain                                                           0.000   \n",
       "Bangladesh                                                        0.000   \n",
       "Barbados                                                          0.000   \n",
       "Belarus                                                           0.000   \n",
       "Belgium                                                           0.000   \n",
       "Belize                                                            0.432   \n",
       "Benin                                                            16.090   \n",
       "Bhutan                                                            0.000   \n",
       "Bolivia (Plurinational State of)                                 11.500   \n",
       "Bosnia and Herzegovina                                            0.000   \n",
       "Botswana                                                          0.800   \n",
       "Brazil                                                            0.000   \n",
       "Brunei Darussalam                                                 0.000   \n",
       "Bulgaria                                                          0.000   \n",
       "Burkina Faso                                                      0.000   \n",
       "Burundi                                                           2.350   \n",
       "Cabo Verde                                                        0.000   \n",
       "Cambodia                                                          0.000   \n",
       "...                                                                 ...   \n",
       "Swaziland                                                         0.000   \n",
       "Sweden                                                            0.000   \n",
       "Switzerland                                                       0.000   \n",
       "Syrian Arab Republic                                              1.250   \n",
       "Tajikistan                                                        0.000   \n",
       "Thailand                                                        214.100   \n",
       "The former Yugoslav Republic of Macedonia                         0.000   \n",
       "Timor-Leste                                                       0.000   \n",
       "Togo                                                              0.000   \n",
       "Tokelau                                                           0.000   \n",
       "Tonga                                                             0.000   \n",
       "Trinidad and Tobago                                               0.000   \n",
       "Tunisia                                                           0.000   \n",
       "Turkey                                                            2.900   \n",
       "Turkmenistan                                                      0.000   \n",
       "Tuvalu                                                            0.000   \n",
       "Uganda                                                            0.000   \n",
       "Ukraine                                                          84.050   \n",
       "United Arab Emirates                                              0.000   \n",
       "United Kingdom                                                    0.000   \n",
       "United Republic of Tanzania                                       0.000   \n",
       "United States of America                                          0.000   \n",
       "Uruguay                                                          75.000   \n",
       "Uzbekistan                                                        0.000   \n",
       "Vanuatu                                                           0.000   \n",
       "Venezuela (Bolivarian Republic of)                               25.000   \n",
       "Viet Nam                                                          0.000   \n",
       "Yemen                                                             0.000   \n",
       "Zambia                                                            0.000   \n",
       "Zimbabwe                                                          7.740   \n",
       "\n",
       "2013-2017                                  agg_to_gdp  arable_land  \\\n",
       "country                                                              \n",
       "Afghanistan                                   22.6000       7771.0   \n",
       "Albania                                       22.0500        615.6   \n",
       "Algeria                                       13.0500       7469.0   \n",
       "Andorra                                        0.5239          2.8   \n",
       "Angola                                            NaN       4900.0   \n",
       "Antigua and Barbuda                            2.3720          4.0   \n",
       "Argentina                                      8.3140      39200.0   \n",
       "Armenia                                       19.3500        447.5   \n",
       "Australia                                      2.3840      46957.0   \n",
       "Austria                                        1.3300       1352.0   \n",
       "Azerbaijan                                     6.7910       1926.0   \n",
       "Bahamas                                        1.7680          8.0   \n",
       "Bahrain                                        0.3004          1.6   \n",
       "Bangladesh                                    15.5100       7669.0   \n",
       "Barbados                                       1.4440         11.0   \n",
       "Belarus                                        7.7960       5670.0   \n",
       "Belgium                                        0.6162        817.0   \n",
       "Belize                                        15.5200         78.0   \n",
       "Benin                                         23.1900       2700.0   \n",
       "Bhutan                                        17.0600        100.2   \n",
       "Bolivia (Plurinational State of)              12.9900       4472.0   \n",
       "Bosnia and Herzegovina                         7.1040       1011.0   \n",
       "Botswana                                       2.4080        399.0   \n",
       "Brazil                                         5.2150      80017.0   \n",
       "Brunei Darussalam                              0.7258          5.0   \n",
       "Bulgaria                                       5.1380       3486.0   \n",
       "Burkina Faso                                  32.9400       6000.0   \n",
       "Burundi                                       42.8900       1200.0   \n",
       "Cabo Verde                                     7.7240         55.0   \n",
       "Cambodia                                      28.2500       3800.0   \n",
       "...                                               ...          ...   \n",
       "Swaziland                                      6.8900        175.0   \n",
       "Sweden                                         1.3680       2588.0   \n",
       "Switzerland                                    0.6859        400.2   \n",
       "Syrian Arab Republic                              NaN       4662.0   \n",
       "Tajikistan                                    27.4100        730.0   \n",
       "Thailand                                      10.5000      16810.0   \n",
       "The former Yugoslav Republic of Macedonia     11.1600        414.0   \n",
       "Timor-Leste                                   19.1800        155.0   \n",
       "Togo                                          41.0000       2650.0   \n",
       "Tokelau                                           NaN          0.0   \n",
       "Tonga                                         20.5000         18.0   \n",
       "Trinidad and Tobago                            0.4767         25.0   \n",
       "Tunisia                                        8.8160       2900.0   \n",
       "Turkey                                         8.5900      20706.0   \n",
       "Turkmenistan                                      NaN       1940.0   \n",
       "Tuvalu                                        22.1600          0.0   \n",
       "Uganda                                        24.7100       6900.0   \n",
       "Ukraine                                       14.0400      32531.0   \n",
       "United Arab Emirates                           0.6595         37.5   \n",
       "United Kingdom                                 0.6799       6234.0   \n",
       "United Republic of Tanzania                   30.5000      13500.0   \n",
       "United States of America                       1.3340     154605.0   \n",
       "Uruguay                                        7.0480       2411.0   \n",
       "Uzbekistan                                    18.2600       4400.0   \n",
       "Vanuatu                                       28.2000         20.0   \n",
       "Venezuela (Bolivarian Republic of)                NaN       2700.0   \n",
       "Viet Nam                                      16.9900       6410.0   \n",
       "Yemen                                             NaN       1248.0   \n",
       "Zambia                                         8.4980       3800.0   \n",
       "Zimbabwe                                      12.5300       4000.0   \n",
       "\n",
       "2013-2017                                  avg_annual_rain_depth  \\\n",
       "country                                                            \n",
       "Afghanistan                                                327.0   \n",
       "Albania                                                   1485.0   \n",
       "Algeria                                                     89.0   \n",
       "Andorra                                                      NaN   \n",
       "Angola                                                    1010.0   \n",
       "Antigua and Barbuda                                       1030.0   \n",
       "Argentina                                                  591.0   \n",
       "Armenia                                                    562.0   \n",
       "Australia                                                  534.0   \n",
       "Austria                                                   1110.0   \n",
       "Azerbaijan                                                 447.0   \n",
       "Bahamas                                                   1292.0   \n",
       "Bahrain                                                     83.0   \n",
       "Bangladesh                                                2666.0   \n",
       "Barbados                                                  1422.0   \n",
       "Belarus                                                    618.0   \n",
       "Belgium                                                    847.0   \n",
       "Belize                                                    1705.0   \n",
       "Benin                                                     1039.0   \n",
       "Bhutan                                                    2200.0   \n",
       "Bolivia (Plurinational State of)                          1146.0   \n",
       "Bosnia and Herzegovina                                    1028.0   \n",
       "Botswana                                                   416.0   \n",
       "Brazil                                                    1761.0   \n",
       "Brunei Darussalam                                         2722.0   \n",
       "Bulgaria                                                   608.0   \n",
       "Burkina Faso                                               748.0   \n",
       "Burundi                                                   1274.0   \n",
       "Cabo Verde                                                 228.0   \n",
       "Cambodia                                                  1904.0   \n",
       "...                                                          ...   \n",
       "Swaziland                                                  788.0   \n",
       "Sweden                                                     624.0   \n",
       "Switzerland                                               1537.0   \n",
       "Syrian Arab Republic                                       252.0   \n",
       "Tajikistan                                                 691.0   \n",
       "Thailand                                                  1622.0   \n",
       "The former Yugoslav Republic of Macedonia                  619.0   \n",
       "Timor-Leste                                               1500.0   \n",
       "Togo                                                      1168.0   \n",
       "Tokelau                                                      NaN   \n",
       "Tonga                                                        NaN   \n",
       "Trinidad and Tobago                                       2200.0   \n",
       "Tunisia                                                    207.0   \n",
       "Turkey                                                     593.0   \n",
       "Turkmenistan                                               161.0   \n",
       "Tuvalu                                                       NaN   \n",
       "Uganda                                                    1180.0   \n",
       "Ukraine                                                    565.0   \n",
       "United Arab Emirates                                        78.0   \n",
       "United Kingdom                                            1220.0   \n",
       "United Republic of Tanzania                               1071.0   \n",
       "United States of America                                   715.0   \n",
       "Uruguay                                                   1300.0   \n",
       "Uzbekistan                                                 206.0   \n",
       "Vanuatu                                                   2000.0   \n",
       "Venezuela (Bolivarian Republic of)                        2044.0   \n",
       "Viet Nam                                                  1821.0   \n",
       "Yemen                                                      167.0   \n",
       "Zambia                                                    1020.0   \n",
       "Zimbabwe                                                   657.0   \n",
       "\n",
       "2013-2017                                  avg_annual_rain_vol  \\\n",
       "country                                                          \n",
       "Afghanistan                                           213.5000   \n",
       "Albania                                                42.6900   \n",
       "Algeria                                               212.0000   \n",
       "Andorra                                                 0.4724   \n",
       "Angola                                               1259.0000   \n",
       "Antigua and Barbuda                                     0.4532   \n",
       "Argentina                                            1643.0000   \n",
       "Armenia                                                16.7100   \n",
       "Australia                                            4134.0000   \n",
       "Austria                                                93.1100   \n",
       "Azerbaijan                                             38.7100   \n",
       "Bahamas                                                17.9300   \n",
       "Bahrain                                                 0.0640   \n",
       "Bangladesh                                            393.6000   \n",
       "Barbados                                                0.6115   \n",
       "Belarus                                               128.3000   \n",
       "Belgium                                                25.8600   \n",
       "Belize                                                 39.1600   \n",
       "Benin                                                 119.2000   \n",
       "Bhutan                                                 84.4600   \n",
       "Bolivia (Plurinational State of)                     1259.0000   \n",
       "Bosnia and Herzegovina                                 52.6400   \n",
       "Botswana                                              242.0000   \n",
       "Brazil                                              14995.0000   \n",
       "Brunei Darussalam                                      15.7100   \n",
       "Bulgaria                                               67.4900   \n",
       "Burkina Faso                                          205.1000   \n",
       "Burundi                                                35.4600   \n",
       "Cabo Verde                                              0.9188   \n",
       "Cambodia                                              344.7000   \n",
       "...                                                        ...   \n",
       "Swaziland                                              13.6800   \n",
       "Sweden                                                279.2000   \n",
       "Switzerland                                            63.4600   \n",
       "Syrian Arab Republic                                   46.6700   \n",
       "Tajikistan                                             97.6900   \n",
       "Thailand                                              832.3000   \n",
       "The former Yugoslav Republic of Macedonia              15.9100   \n",
       "Timor-Leste                                            22.3000   \n",
       "Togo                                                   66.3300   \n",
       "Tokelau                                                    NaN   \n",
       "Tonga                                                      NaN   \n",
       "Trinidad and Tobago                                    11.2900   \n",
       "Tunisia                                                33.8700   \n",
       "Turkey                                                465.7000   \n",
       "Turkmenistan                                           78.5800   \n",
       "Tuvalu                                                     NaN   \n",
       "Uganda                                                285.0000   \n",
       "Ukraine                                               341.0000   \n",
       "United Arab Emirates                                    6.5210   \n",
       "United Kingdom                                        297.2000   \n",
       "United Republic of Tanzania                          1015.0000   \n",
       "United States of America                             7030.0000   \n",
       "Uruguay                                               229.1000   \n",
       "Uzbekistan                                             92.1600   \n",
       "Vanuatu                                                24.3800   \n",
       "Venezuela (Bolivarian Republic of)                   1864.0000   \n",
       "Viet Nam                                              602.7000   \n",
       "Yemen                                                  88.1700   \n",
       "Zambia                                                767.7000   \n",
       "Zimbabwe                                              256.7000   \n",
       "\n",
       "2013-2017                                  cultivated_area  \\\n",
       "country                                                      \n",
       "Afghanistan                                         7910.0   \n",
       "Albania                                              696.0   \n",
       "Algeria                                             8439.0   \n",
       "Andorra                                                2.8   \n",
       "Angola                                              5190.0   \n",
       "Antigua and Barbuda                                    5.0   \n",
       "Argentina                                          40200.0   \n",
       "Armenia                                              505.2   \n",
       "Australia                                          47307.0   \n",
       "Austria                                             1417.0   \n",
       "Azerbaijan                                          2160.0   \n",
       "Bahamas                                               12.0   \n",
       "Bahrain                                                4.6   \n",
       "Bangladesh                                          8499.0   \n",
       "Barbados                                              12.0   \n",
       "Belarus                                             5788.0   \n",
       "Belgium                                              839.3   \n",
       "Belize                                               110.0   \n",
       "Benin                                               3200.0   \n",
       "Bhutan                                               112.6   \n",
       "Bolivia (Plurinational State of)                    4704.0   \n",
       "Bosnia and Herzegovina                              1117.0   \n",
       "Botswana                                             401.0   \n",
       "Brazil                                             86589.0   \n",
       "Brunei Darussalam                                     11.0   \n",
       "Bulgaria                                            3613.0   \n",
       "Burkina Faso                                        6100.0   \n",
       "Burundi                                             1550.0   \n",
       "Cabo Verde                                            59.0   \n",
       "Cambodia                                            3955.0   \n",
       "...                                                    ...   \n",
       "Swaziland                                            190.0   \n",
       "Sweden                                              2597.0   \n",
       "Switzerland                                          425.7   \n",
       "Syrian Arab Republic                                5733.0   \n",
       "Tajikistan                                           870.0   \n",
       "Thailand                                           21310.0   \n",
       "The former Yugoslav Republic of Macedonia            452.0   \n",
       "Timor-Leste                                          230.0   \n",
       "Togo                                                2820.0   \n",
       "Tokelau                                                0.6   \n",
       "Tonga                                                 29.0   \n",
       "Trinidad and Tobago                                   47.0   \n",
       "Tunisia                                             5232.0   \n",
       "Turkey                                             23944.0   \n",
       "Turkmenistan                                        2000.0   \n",
       "Tuvalu                                                 1.8   \n",
       "Uganda                                              9100.0   \n",
       "Ukraine                                            33424.0   \n",
       "United Arab Emirates                                  77.3   \n",
       "United Kingdom                                      6279.0   \n",
       "United Republic of Tanzania                        15650.0   \n",
       "United States of America                          157205.0   \n",
       "Uruguay                                             2450.0   \n",
       "Uzbekistan                                          4770.0   \n",
       "Vanuatu                                              145.0   \n",
       "Venezuela (Bolivarian Republic of)                  3400.0   \n",
       "Viet Nam                                           10232.0   \n",
       "Yemen                                               1546.0   \n",
       "Zambia                                              3836.0   \n",
       "Zimbabwe                                            4100.0   \n",
       "\n",
       "2013-2017                                  dam_capacity_per_capita  \\\n",
       "country                                                              \n",
       "Afghanistan                                                 61.760   \n",
       "Albania                                                   1391.000   \n",
       "Algeria                                                    209.300   \n",
       "Andorra                                                        NaN   \n",
       "Angola                                                     377.500   \n",
       "Antigua and Barbuda                                         65.350   \n",
       "Argentina                                                 3031.000   \n",
       "Armenia                                                        NaN   \n",
       "Australia                                                 3245.000   \n",
       "Austria                                                    249.000   \n",
       "Azerbaijan                                                2204.000   \n",
       "Bahamas                                                        NaN   \n",
       "Bahrain                                                        NaN   \n",
       "Bangladesh                                                  40.230   \n",
       "Barbados                                                       NaN   \n",
       "Belarus                                                        NaN   \n",
       "Belgium                                                     12.770   \n",
       "Belize                                                     338.700   \n",
       "Benin                                                        2.160   \n",
       "Bhutan                                                         NaN   \n",
       "Bolivia (Plurinational State of)                            55.490   \n",
       "Bosnia and Herzegovina                                     764.300   \n",
       "Botswana                                                   200.600   \n",
       "Brazil                                                    3370.000   \n",
       "Brunei Darussalam                                          106.300   \n",
       "Bulgaria                                                   911.600   \n",
       "Burkina Faso                                               294.800   \n",
       "Burundi                                                        NaN   \n",
       "Cabo Verde                                                     NaN   \n",
       "Cambodia                                                       NaN   \n",
       "...                                                            ...   \n",
       "Swaziland                                                  454.500   \n",
       "Sweden                                                    3677.000   \n",
       "Switzerland                                                402.800   \n",
       "Syrian Arab Republic                                           NaN   \n",
       "Tajikistan                                                     NaN   \n",
       "Thailand                                                       NaN   \n",
       "The former Yugoslav Republic of Macedonia                 1102.000   \n",
       "Timor-Leste                                                    NaN   \n",
       "Togo                                                       235.000   \n",
       "Tokelau                                                        NaN   \n",
       "Tonga                                                          NaN   \n",
       "Trinidad and Tobago                                         52.570   \n",
       "Tunisia                                                    239.100   \n",
       "Turkey                                                    2000.000   \n",
       "Turkmenistan                                                   NaN   \n",
       "Tuvalu                                                         NaN   \n",
       "Uganda                                                    2050.000   \n",
       "Ukraine                                                        NaN   \n",
       "United Arab Emirates                                         6.672   \n",
       "United Kingdom                                              81.460   \n",
       "United Republic of Tanzania                               1949.000   \n",
       "United States of America                                  2287.000   \n",
       "Uruguay                                                   4997.000   \n",
       "Uzbekistan                                                     NaN   \n",
       "Vanuatu                                                        NaN   \n",
       "Venezuela (Bolivarian Republic of)                        5066.000   \n",
       "Viet Nam                                                       NaN   \n",
       "Yemen                                                          NaN   \n",
       "Zambia                                                    6236.000   \n",
       "Zimbabwe                                                  6405.000   \n",
       "\n",
       "2013-2017                                  dependency_ratio  flood_occurence  \\\n",
       "country                                                                        \n",
       "Afghanistan                                         28.7200              3.7   \n",
       "Albania                                             10.9300              2.7   \n",
       "Algeria                                              3.5990              2.8   \n",
       "Andorra                                                 NaN              3.3   \n",
       "Angola                                               0.2695              1.7   \n",
       "Antigua and Barbuda                                  0.0000              3.6   \n",
       "Argentina                                           66.6700              2.5   \n",
       "Armenia                                             11.7100              3.3   \n",
       "Australia                                            0.0000              2.7   \n",
       "Austria                                             29.2100              3.3   \n",
       "Azerbaijan                                          76.6000              3.0   \n",
       "Bahamas                                              0.0000              NaN   \n",
       "Bahrain                                             96.5500              0.0   \n",
       "Bangladesh                                          91.4400              4.9   \n",
       "Barbados                                             0.0000              3.6   \n",
       "Belarus                                             41.2800              2.6   \n",
       "Belgium                                             34.4300              2.8   \n",
       "Belize                                              29.7900              2.6   \n",
       "Benin                                               60.9700              3.6   \n",
       "Bhutan                                               0.0000              4.7   \n",
       "Bolivia (Plurinational State of)                    47.1300              3.1   \n",
       "Bosnia and Herzegovina                               5.3330              3.6   \n",
       "Botswana                                            80.3900              2.1   \n",
       "Brazil                                              34.5300              3.1   \n",
       "Brunei Darussalam                                    0.0000              2.3   \n",
       "Bulgaria                                             1.4080              3.2   \n",
       "Burkina Faso                                         7.4070              3.3   \n",
       "Burundi                                             19.7500              3.3   \n",
       "Cabo Verde                                           0.0000              NaN   \n",
       "Cambodia                                            74.6700              3.9   \n",
       "...                                                     ...              ...   \n",
       "Swaziland                                           41.4600              3.1   \n",
       "Sweden                                               1.7240              0.4   \n",
       "Switzerland                                         24.4900              3.2   \n",
       "Syrian Arab Republic                                72.3600              2.7   \n",
       "Tajikistan                                          17.3400              3.7   \n",
       "Thailand                                            48.8100              3.7   \n",
       "The former Yugoslav Republic of Macedonia           15.6200              3.3   \n",
       "Timor-Leste                                          0.0000              2.2   \n",
       "Togo                                                21.7700              3.1   \n",
       "Tokelau                                              0.0000              NaN   \n",
       "Tonga                                                0.0000              NaN   \n",
       "Trinidad and Tobago                                  0.0000              2.2   \n",
       "Tunisia                                              9.1010              2.6   \n",
       "Turkey                                               1.5180              2.6   \n",
       "Turkmenistan                                        97.0000              1.8   \n",
       "Tuvalu                                               0.0000              NaN   \n",
       "Uganda                                              35.1100              3.6   \n",
       "Ukraine                                             68.5700              2.4   \n",
       "United Arab Emirates                                 0.0000              1.2   \n",
       "United Kingdom                                       1.3610              3.4   \n",
       "United Republic of Tanzania                         12.7500              3.1   \n",
       "United States of America                             8.1790              3.1   \n",
       "Uruguay                                             46.4600              3.0   \n",
       "Uzbekistan                                          80.0700              2.7   \n",
       "Vanuatu                                              0.0000              NaN   \n",
       "Venezuela (Bolivarian Republic of)                  39.2500              2.7   \n",
       "Viet Nam                                            59.3500              3.8   \n",
       "Yemen                                                0.0000              2.9   \n",
       "Zambia                                              23.4700              2.5   \n",
       "Zimbabwe                                            38.7000              2.8   \n",
       "\n",
       "2013-2017                                  ...  total_flow_border_rivers  \\\n",
       "country                                    ...                             \n",
       "Afghanistan                                ...                    33.400   \n",
       "Albania                                    ...                     0.000   \n",
       "Algeria                                    ...                     0.000   \n",
       "Andorra                                    ...                       NaN   \n",
       "Angola                                     ...                     0.000   \n",
       "Antigua and Barbuda                        ...                     0.000   \n",
       "Argentina                                  ...                   135.900   \n",
       "Armenia                                    ...                     1.820   \n",
       "Australia                                  ...                     0.000   \n",
       "Austria                                    ...                     0.000   \n",
       "Azerbaijan                                 ...                     2.360   \n",
       "Bahamas                                    ...                     0.000   \n",
       "Bahrain                                    ...                     0.000   \n",
       "Bangladesh                                 ...                     0.000   \n",
       "Barbados                                   ...                     0.000   \n",
       "Belarus                                    ...                     0.000   \n",
       "Belgium                                    ...                     0.000   \n",
       "Belize                                     ...                     0.864   \n",
       "Benin                                      ...                    32.190   \n",
       "Bhutan                                     ...                     0.000   \n",
       "Bolivia (Plurinational State of)           ...                    15.000   \n",
       "Bosnia and Herzegovina                     ...                     0.000   \n",
       "Botswana                                   ...                     1.600   \n",
       "Brazil                                     ...                     0.000   \n",
       "Brunei Darussalam                          ...                     0.000   \n",
       "Bulgaria                                   ...                   179.000   \n",
       "Burkina Faso                               ...                     0.000   \n",
       "Burundi                                    ...                     4.700   \n",
       "Cabo Verde                                 ...                     0.000   \n",
       "Cambodia                                   ...                     0.000   \n",
       "...                                        ...                       ...   \n",
       "Swaziland                                  ...                     0.000   \n",
       "Sweden                                     ...                     0.000   \n",
       "Switzerland                                ...                     0.000   \n",
       "Syrian Arab Republic                       ...                    18.000   \n",
       "Tajikistan                                 ...                       NaN   \n",
       "Thailand                                   ...                   480.000   \n",
       "The former Yugoslav Republic of Macedonia  ...                     0.000   \n",
       "Timor-Leste                                ...                     0.000   \n",
       "Togo                                       ...                     0.000   \n",
       "Tokelau                                    ...                     0.000   \n",
       "Tonga                                      ...                     0.000   \n",
       "Trinidad and Tobago                        ...                     0.000   \n",
       "Tunisia                                    ...                     0.000   \n",
       "Turkey                                     ...                     5.800   \n",
       "Turkmenistan                               ...                       NaN   \n",
       "Tuvalu                                     ...                     0.000   \n",
       "Uganda                                     ...                     0.000   \n",
       "Ukraine                                    ...                   168.100   \n",
       "United Arab Emirates                       ...                     0.000   \n",
       "United Kingdom                             ...                     0.000   \n",
       "United Republic of Tanzania                ...                     0.000   \n",
       "United States of America                   ...                     0.000   \n",
       "Uruguay                                    ...                   150.000   \n",
       "Uzbekistan                                 ...                       NaN   \n",
       "Vanuatu                                    ...                     0.000   \n",
       "Venezuela (Bolivarian Republic of)         ...                    50.000   \n",
       "Viet Nam                                   ...                     0.000   \n",
       "Yemen                                      ...                     0.000   \n",
       "Zambia                                     ...                     0.000   \n",
       "Zimbabwe                                   ...                    39.900   \n",
       "\n",
       "2013-2017                                  total_pop  \\\n",
       "country                                                \n",
       "Afghanistan                                 32527.00   \n",
       "Albania                                      2897.00   \n",
       "Algeria                                     39667.00   \n",
       "Andorra                                        70.47   \n",
       "Angola                                      25022.00   \n",
       "Antigua and Barbuda                            91.82   \n",
       "Argentina                                   43417.00   \n",
       "Armenia                                      3018.00   \n",
       "Australia                                   23969.00   \n",
       "Austria                                      8545.00   \n",
       "Azerbaijan                                   9754.00   \n",
       "Bahamas                                       388.00   \n",
       "Bahrain                                      1377.00   \n",
       "Bangladesh                                 160996.00   \n",
       "Barbados                                      284.20   \n",
       "Belarus                                      9496.00   \n",
       "Belgium                                     11299.00   \n",
       "Belize                                        359.30   \n",
       "Benin                                       10880.00   \n",
       "Bhutan                                        774.80   \n",
       "Bolivia (Plurinational State of)            10725.00   \n",
       "Bosnia and Herzegovina                       3810.00   \n",
       "Botswana                                     2262.00   \n",
       "Brazil                                     207848.00   \n",
       "Brunei Darussalam                             423.20   \n",
       "Bulgaria                                     7150.00   \n",
       "Burkina Faso                                18106.00   \n",
       "Burundi                                     11179.00   \n",
       "Cabo Verde                                    520.50   \n",
       "Cambodia                                    15578.00   \n",
       "...                                              ...   \n",
       "Swaziland                                    1287.00   \n",
       "Sweden                                       9779.00   \n",
       "Switzerland                                  8299.00   \n",
       "Syrian Arab Republic                        18502.00   \n",
       "Tajikistan                                   8482.00   \n",
       "Thailand                                    67959.00   \n",
       "The former Yugoslav Republic of Macedonia    2078.00   \n",
       "Timor-Leste                                  1185.00   \n",
       "Togo                                         7305.00   \n",
       "Tokelau                                         1.25   \n",
       "Tonga                                         106.20   \n",
       "Trinidad and Tobago                          1360.00   \n",
       "Tunisia                                     11254.00   \n",
       "Turkey                                      78666.00   \n",
       "Turkmenistan                                 5374.00   \n",
       "Tuvalu                                          9.92   \n",
       "Uganda                                      39032.00   \n",
       "Ukraine                                     44824.00   \n",
       "United Arab Emirates                         9157.00   \n",
       "United Kingdom                              64716.00   \n",
       "United Republic of Tanzania                 53470.00   \n",
       "United States of America                   321774.00   \n",
       "Uruguay                                      3432.00   \n",
       "Uzbekistan                                  29893.00   \n",
       "Vanuatu                                       264.60   \n",
       "Venezuela (Bolivarian Republic of)          31108.00   \n",
       "Viet Nam                                    93448.00   \n",
       "Yemen                                       26832.00   \n",
       "Zambia                                      16212.00   \n",
       "Zimbabwe                                    15603.00   \n",
       "\n",
       "2013-2017                                  total_pop_access_drinking  \\\n",
       "country                                                                \n",
       "Afghanistan                                                     55.3   \n",
       "Albania                                                         95.1   \n",
       "Algeria                                                         83.6   \n",
       "Andorra                                                        100.0   \n",
       "Angola                                                          49.0   \n",
       "Antigua and Barbuda                                             97.9   \n",
       "Argentina                                                       99.1   \n",
       "Armenia                                                        100.0   \n",
       "Australia                                                      100.0   \n",
       "Austria                                                        100.0   \n",
       "Azerbaijan                                                      87.0   \n",
       "Bahamas                                                         98.4   \n",
       "Bahrain                                                        100.0   \n",
       "Bangladesh                                                      86.9   \n",
       "Barbados                                                        99.7   \n",
       "Belarus                                                         99.7   \n",
       "Belgium                                                        100.0   \n",
       "Belize                                                          99.5   \n",
       "Benin                                                           77.9   \n",
       "Bhutan                                                         100.0   \n",
       "Bolivia (Plurinational State of)                                90.0   \n",
       "Bosnia and Herzegovina                                          99.9   \n",
       "Botswana                                                        96.2   \n",
       "Brazil                                                          98.1   \n",
       "Brunei Darussalam                                                NaN   \n",
       "Bulgaria                                                        99.4   \n",
       "Burkina Faso                                                    82.3   \n",
       "Burundi                                                         75.9   \n",
       "Cabo Verde                                                      91.7   \n",
       "Cambodia                                                        75.5   \n",
       "...                                                              ...   \n",
       "Swaziland                                                       74.1   \n",
       "Sweden                                                         100.0   \n",
       "Switzerland                                                    100.0   \n",
       "Syrian Arab Republic                                            90.1   \n",
       "Tajikistan                                                      73.8   \n",
       "Thailand                                                        97.8   \n",
       "The former Yugoslav Republic of Macedonia                       99.4   \n",
       "Timor-Leste                                                     71.9   \n",
       "Togo                                                            63.1   \n",
       "Tokelau                                                        100.0   \n",
       "Tonga                                                           99.6   \n",
       "Trinidad and Tobago                                             95.1   \n",
       "Tunisia                                                         97.7   \n",
       "Turkey                                                         100.0   \n",
       "Turkmenistan                                                     NaN   \n",
       "Tuvalu                                                          97.7   \n",
       "Uganda                                                          79.0   \n",
       "Ukraine                                                         96.2   \n",
       "United Arab Emirates                                            99.6   \n",
       "United Kingdom                                                 100.0   \n",
       "United Republic of Tanzania                                     55.6   \n",
       "United States of America                                        99.2   \n",
       "Uruguay                                                         99.7   \n",
       "Uzbekistan                                                       NaN   \n",
       "Vanuatu                                                         94.5   \n",
       "Venezuela (Bolivarian Republic of)                              93.1   \n",
       "Viet Nam                                                        97.6   \n",
       "Yemen                                                            NaN   \n",
       "Zambia                                                          65.4   \n",
       "Zimbabwe                                                        76.9   \n",
       "\n",
       "2013-2017                                  total_renewable  \\\n",
       "country                                                      \n",
       "Afghanistan                                        65.3300   \n",
       "Albania                                            30.2000   \n",
       "Algeria                                            11.6700   \n",
       "Andorra                                             0.3156   \n",
       "Angola                                            148.4000   \n",
       "Antigua and Barbuda                                 0.0520   \n",
       "Argentina                                         876.2000   \n",
       "Armenia                                             7.7690   \n",
       "Australia                                         492.0000   \n",
       "Austria                                            77.7000   \n",
       "Azerbaijan                                         34.6800   \n",
       "Bahamas                                             0.7000   \n",
       "Bahrain                                             0.1160   \n",
       "Bangladesh                                       1227.0000   \n",
       "Barbados                                            0.0800   \n",
       "Belarus                                            57.9000   \n",
       "Belgium                                            18.3000   \n",
       "Belize                                             21.7300   \n",
       "Benin                                              26.3900   \n",
       "Bhutan                                             78.0000   \n",
       "Bolivia (Plurinational State of)                  574.0000   \n",
       "Bosnia and Herzegovina                             37.5000   \n",
       "Botswana                                           12.2400   \n",
       "Brazil                                           8647.0000   \n",
       "Brunei Darussalam                                   8.5000   \n",
       "Bulgaria                                           21.3000   \n",
       "Burkina Faso                                       13.5000   \n",
       "Burundi                                            12.5400   \n",
       "Cabo Verde                                          0.3000   \n",
       "Cambodia                                          476.1000   \n",
       "...                                                    ...   \n",
       "Swaziland                                           4.5100   \n",
       "Sweden                                            174.0000   \n",
       "Switzerland                                        53.5000   \n",
       "Syrian Arab Republic                               16.8000   \n",
       "Tajikistan                                         21.9100   \n",
       "Thailand                                          438.6000   \n",
       "The former Yugoslav Republic of Macedonia           6.4000   \n",
       "Timor-Leste                                         8.2150   \n",
       "Togo                                               14.7000   \n",
       "Tokelau                                                NaN   \n",
       "Tonga                                                  NaN   \n",
       "Trinidad and Tobago                                 3.8400   \n",
       "Tunisia                                             4.6150   \n",
       "Turkey                                            211.6000   \n",
       "Turkmenistan                                       24.7700   \n",
       "Tuvalu                                                 NaN   \n",
       "Uganda                                             60.1000   \n",
       "Ukraine                                           175.3000   \n",
       "United Arab Emirates                                0.1500   \n",
       "United Kingdom                                    147.0000   \n",
       "United Republic of Tanzania                        96.2700   \n",
       "United States of America                         3069.0000   \n",
       "Uruguay                                           172.2000   \n",
       "Uzbekistan                                         48.8700   \n",
       "Vanuatu                                            10.0000   \n",
       "Venezuela (Bolivarian Republic of)               1325.0000   \n",
       "Viet Nam                                          884.1000   \n",
       "Yemen                                               2.1000   \n",
       "Zambia                                            104.8000   \n",
       "Zimbabwe                                           20.0000   \n",
       "\n",
       "2013-2017                                  total_renewable_groundwater  \\\n",
       "country                                                                  \n",
       "Afghanistan                                                     10.650   \n",
       "Albania                                                          6.200   \n",
       "Algeria                                                          1.517   \n",
       "Andorra                                                            NaN   \n",
       "Angola                                                          58.000   \n",
       "Antigua and Barbuda                                                NaN   \n",
       "Argentina                                                      128.000   \n",
       "Armenia                                                          4.311   \n",
       "Australia                                                       72.000   \n",
       "Austria                                                          6.000   \n",
       "Azerbaijan                                                       6.510   \n",
       "Bahamas                                                            NaN   \n",
       "Bahrain                                                          0.112   \n",
       "Bangladesh                                                      21.120   \n",
       "Barbados                                                         0.074   \n",
       "Belarus                                                         15.900   \n",
       "Belgium                                                          0.900   \n",
       "Belize                                                           7.510   \n",
       "Benin                                                            1.800   \n",
       "Bhutan                                                           8.100   \n",
       "Bolivia (Plurinational State of)                               130.000   \n",
       "Bosnia and Herzegovina                                          11.570   \n",
       "Botswana                                                         1.700   \n",
       "Brazil                                                         645.600   \n",
       "Brunei Darussalam                                                0.100   \n",
       "Bulgaria                                                         6.400   \n",
       "Burkina Faso                                                     9.500   \n",
       "Burundi                                                          7.470   \n",
       "Cabo Verde                                                       0.124   \n",
       "Cambodia                                                        17.600   \n",
       "...                                                                ...   \n",
       "Swaziland                                                        0.660   \n",
       "Sweden                                                          20.000   \n",
       "Switzerland                                                      2.500   \n",
       "Syrian Arab Republic                                             6.174   \n",
       "Tajikistan                                                       6.000   \n",
       "Thailand                                                        41.900   \n",
       "The former Yugoslav Republic of Macedonia                          NaN   \n",
       "Timor-Leste                                                      0.886   \n",
       "Togo                                                             5.700   \n",
       "Tokelau                                                            NaN   \n",
       "Tonga                                                              NaN   \n",
       "Trinidad and Tobago                                              0.614   \n",
       "Tunisia                                                          1.595   \n",
       "Turkey                                                          67.800   \n",
       "Turkmenistan                                                     0.405   \n",
       "Tuvalu                                                             NaN   \n",
       "Uganda                                                          29.000   \n",
       "Ukraine                                                         22.000   \n",
       "United Arab Emirates                                             0.120   \n",
       "United Kingdom                                                   9.800   \n",
       "United Republic of Tanzania                                     30.000   \n",
       "United States of America                                      1383.000   \n",
       "Uruguay                                                         22.900   \n",
       "Uzbekistan                                                       8.800   \n",
       "Vanuatu                                                          4.377   \n",
       "Venezuela (Bolivarian Republic of)                             227.000   \n",
       "Viet Nam                                                        71.420   \n",
       "Yemen                                                            1.500   \n",
       "Zambia                                                          47.000   \n",
       "Zimbabwe                                                         6.000   \n",
       "\n",
       "2013-2017                                  total_renewable_per_capita  \\\n",
       "country                                                                 \n",
       "Afghanistan                                                   2008.00   \n",
       "Albania                                                      10425.00   \n",
       "Algeria                                                        294.20   \n",
       "Andorra                                                       4479.00   \n",
       "Angola                                                        5931.00   \n",
       "Antigua and Barbuda                                            566.30   \n",
       "Argentina                                                    20181.00   \n",
       "Armenia                                                       2574.00   \n",
       "Australia                                                    20527.00   \n",
       "Austria                                                       9093.00   \n",
       "Azerbaijan                                                    3555.00   \n",
       "Bahamas                                                       1804.00   \n",
       "Bahrain                                                         84.24   \n",
       "Bangladesh                                                    7621.00   \n",
       "Barbados                                                       281.50   \n",
       "Belarus                                                       6097.00   \n",
       "Belgium                                                       1620.00   \n",
       "Belize                                                       60479.00   \n",
       "Benin                                                         2426.00   \n",
       "Bhutan                                                      100671.00   \n",
       "Bolivia (Plurinational State of)                             53520.00   \n",
       "Bosnia and Herzegovina                                        9843.00   \n",
       "Botswana                                                      5411.00   \n",
       "Brazil                                                       41603.00   \n",
       "Brunei Darussalam                                            20085.00   \n",
       "Bulgaria                                                      2979.00   \n",
       "Burkina Faso                                                   745.60   \n",
       "Burundi                                                       1122.00   \n",
       "Cabo Verde                                                     576.40   \n",
       "Cambodia                                                     30562.00   \n",
       "...                                                               ...   \n",
       "Swaziland                                                     3504.00   \n",
       "Sweden                                                       17793.00   \n",
       "Switzerland                                                   6447.00   \n",
       "Syrian Arab Republic                                           908.00   \n",
       "Tajikistan                                                    2583.00   \n",
       "Thailand                                                      6454.00   \n",
       "The former Yugoslav Republic of Macedonia                     3080.00   \n",
       "Timor-Leste                                                   6932.00   \n",
       "Togo                                                          2012.00   \n",
       "Tokelau                                                           NaN   \n",
       "Tonga                                                             NaN   \n",
       "Trinidad and Tobago                                           2824.00   \n",
       "Tunisia                                                        410.10   \n",
       "Turkey                                                        2690.00   \n",
       "Turkmenistan                                                  4609.00   \n",
       "Tuvalu                                                            NaN   \n",
       "Uganda                                                        1540.00   \n",
       "Ukraine                                                       3911.00   \n",
       "United Arab Emirates                                            16.38   \n",
       "United Kingdom                                                2271.00   \n",
       "United Republic of Tanzania                                   1800.00   \n",
       "United States of America                                      9538.00   \n",
       "Uruguay                                                      50175.00   \n",
       "Uzbekistan                                                    1635.00   \n",
       "Vanuatu                                                      37793.00   \n",
       "Venezuela (Bolivarian Republic of)                           42594.00   \n",
       "Viet Nam                                                      9461.00   \n",
       "Yemen                                                           78.26   \n",
       "Zambia                                                        6464.00   \n",
       "Zimbabwe                                                      1282.00   \n",
       "\n",
       "2013-2017                                  total_renewable_surface  urban_pop  \\\n",
       "country                                                                         \n",
       "Afghanistan                                                 55.680    8547.00   \n",
       "Albania                                                     26.350    1835.00   \n",
       "Algeria                                                     10.150   28739.00   \n",
       "Andorra                                                        NaN      68.90   \n",
       "Angola                                                     145.400   10052.00   \n",
       "Antigua and Barbuda                                            NaN      21.83   \n",
       "Argentina                                                  860.200   38677.00   \n",
       "Armenia                                                      4.858    1874.00   \n",
       "Australia                                                  440.000   21393.00   \n",
       "Austria                                                     77.700    5645.00   \n",
       "Azerbaijan                                                  32.520    5250.00   \n",
       "Bahamas                                                        NaN     321.20   \n",
       "Bahrain                                                      0.004    1207.00   \n",
       "Bangladesh                                                1206.000   54984.00   \n",
       "Barbados                                                     0.008      90.48   \n",
       "Belarus                                                     57.900    7099.00   \n",
       "Belgium                                                     18.300   10944.00   \n",
       "Belize                                                      21.730     152.80   \n",
       "Benin                                                       26.090    4782.00   \n",
       "Bhutan                                                      78.000     300.10   \n",
       "Bolivia (Plurinational State of)                           547.900    7553.00   \n",
       "Bosnia and Herzegovina                                      36.340    1519.00   \n",
       "Botswana                                                    10.640    1181.00   \n",
       "Brazil                                                    8647.000  174508.00   \n",
       "Brunei Darussalam                                            8.500     330.80   \n",
       "Bulgaria                                                    20.400    5260.00   \n",
       "Burkina Faso                                                 9.000    5349.00   \n",
       "Burundi                                                     12.540    1304.00   \n",
       "Cabo Verde                                                   0.181     333.10   \n",
       "Cambodia                                                   471.500    3249.00   \n",
       "...                                                            ...        ...   \n",
       "Swaziland                                                    4.510     273.90   \n",
       "Sweden                                                     173.000    8319.00   \n",
       "Switzerland                                                 53.500    6089.00   \n",
       "Syrian Arab Republic                                        12.630   12837.00   \n",
       "Tajikistan                                                  18.910    2306.00   \n",
       "Thailand                                                   427.400   33952.00   \n",
       "The former Yugoslav Republic of Macedonia                    6.400    1204.00   \n",
       "Timor-Leste                                                  8.129     384.30   \n",
       "Togo                                                        14.000    2866.00   \n",
       "Tokelau                                                        NaN       0.00   \n",
       "Tonga                                                          NaN      25.22   \n",
       "Trinidad and Tobago                                          3.740     113.70   \n",
       "Tunisia                                                      3.420    7510.00   \n",
       "Turkey                                                     171.800   56288.00   \n",
       "Turkmenistan                                                24.360    2689.00   \n",
       "Tuvalu                                                         NaN       5.92   \n",
       "Uganda                                                      60.100    6463.00   \n",
       "Ukraine                                                    170.300   31116.00   \n",
       "United Arab Emirates                                         0.150    8192.00   \n",
       "United Kingdom                                             146.200   52730.00   \n",
       "United Republic of Tanzania                                 92.270   16528.00   \n",
       "United States of America                                  2913.000  265361.00   \n",
       "Uruguay                                                    172.200    3269.00   \n",
       "Uzbekistan                                                  42.070   10804.00   \n",
       "Vanuatu                                                     10.000      68.95   \n",
       "Venezuela (Bolivarian Republic of)                        1303.000   27848.00   \n",
       "Viet Nam                                                   847.700   31372.00   \n",
       "Yemen                                                        2.000    8837.00   \n",
       "Zambia                                                     104.800    6351.00   \n",
       "Zimbabwe                                                    19.000    4871.00   \n",
       "\n",
       "2013-2017                                  urban_pop_access_drinking  \\\n",
       "country                                                                \n",
       "Afghanistan                                                     78.2   \n",
       "Albania                                                         94.9   \n",
       "Algeria                                                         84.3   \n",
       "Andorra                                                        100.0   \n",
       "Angola                                                          75.4   \n",
       "Antigua and Barbuda                                             97.9   \n",
       "Argentina                                                       99.0   \n",
       "Armenia                                                        100.0   \n",
       "Australia                                                      100.0   \n",
       "Austria                                                        100.0   \n",
       "Azerbaijan                                                      94.7   \n",
       "Bahamas                                                         98.4   \n",
       "Bahrain                                                        100.0   \n",
       "Bangladesh                                                      86.5   \n",
       "Barbados                                                        99.7   \n",
       "Belarus                                                         99.9   \n",
       "Belgium                                                        100.0   \n",
       "Belize                                                          98.9   \n",
       "Benin                                                           85.2   \n",
       "Bhutan                                                         100.0   \n",
       "Bolivia (Plurinational State of)                                96.7   \n",
       "Bosnia and Herzegovina                                          99.7   \n",
       "Botswana                                                        99.2   \n",
       "Brazil                                                         100.0   \n",
       "Brunei Darussalam                                                NaN   \n",
       "Bulgaria                                                        99.6   \n",
       "Burkina Faso                                                    97.5   \n",
       "Burundi                                                         91.1   \n",
       "Cabo Verde                                                      94.0   \n",
       "Cambodia                                                       100.0   \n",
       "...                                                              ...   \n",
       "Swaziland                                                       93.6   \n",
       "Sweden                                                         100.0   \n",
       "Switzerland                                                    100.0   \n",
       "Syrian Arab Republic                                            92.3   \n",
       "Tajikistan                                                      93.1   \n",
       "Thailand                                                        97.6   \n",
       "The former Yugoslav Republic of Macedonia                       99.8   \n",
       "Timor-Leste                                                     95.2   \n",
       "Togo                                                            91.4   \n",
       "Tokelau                                                          NaN   \n",
       "Tonga                                                           99.7   \n",
       "Trinidad and Tobago                                             95.1   \n",
       "Tunisia                                                        100.0   \n",
       "Turkey                                                         100.0   \n",
       "Turkmenistan                                                     NaN   \n",
       "Tuvalu                                                          98.3   \n",
       "Uganda                                                          95.5   \n",
       "Ukraine                                                         95.5   \n",
       "United Arab Emirates                                            99.6   \n",
       "United Kingdom                                                 100.0   \n",
       "United Republic of Tanzania                                     77.2   \n",
       "United States of America                                        99.4   \n",
       "Uruguay                                                        100.0   \n",
       "Uzbekistan                                                      98.5   \n",
       "Vanuatu                                                         98.9   \n",
       "Venezuela (Bolivarian Republic of)                              95.0   \n",
       "Viet Nam                                                        99.1   \n",
       "Yemen                                                            NaN   \n",
       "Zambia                                                          85.6   \n",
       "Zimbabwe                                                        97.0   \n",
       "\n",
       "2013-2017                                  water_total_external_renewable  \n",
       "country                                                                    \n",
       "Afghanistan                                                        18.180  \n",
       "Albania                                                             3.300  \n",
       "Algeria                                                             0.420  \n",
       "Andorra                                                               NaN  \n",
       "Angola                                                              0.400  \n",
       "Antigua and Barbuda                                                 0.000  \n",
       "Argentina                                                         584.200  \n",
       "Armenia                                                             0.910  \n",
       "Australia                                                           0.000  \n",
       "Austria                                                            22.700  \n",
       "Azerbaijan                                                         26.560  \n",
       "Bahamas                                                             0.000  \n",
       "Bahrain                                                             0.112  \n",
       "Bangladesh                                                       1122.000  \n",
       "Barbados                                                            0.000  \n",
       "Belarus                                                            23.900  \n",
       "Belgium                                                             6.300  \n",
       "Belize                                                              6.474  \n",
       "Benin                                                              16.090  \n",
       "Bhutan                                                              0.000  \n",
       "Bolivia (Plurinational State of)                                  270.500  \n",
       "Bosnia and Herzegovina                                              2.000  \n",
       "Botswana                                                            9.840  \n",
       "Brazil                                                           2986.000  \n",
       "Brunei Darussalam                                                   0.000  \n",
       "Bulgaria                                                            0.300  \n",
       "Burkina Faso                                                        1.000  \n",
       "Burundi                                                             2.476  \n",
       "Cabo Verde                                                          0.000  \n",
       "Cambodia                                                          355.500  \n",
       "...                                                                   ...  \n",
       "Swaziland                                                           1.870  \n",
       "Sweden                                                              3.000  \n",
       "Switzerland                                                        13.100  \n",
       "Syrian Arab Republic                                                9.670  \n",
       "Tajikistan                                                        -41.550  \n",
       "Thailand                                                          214.100  \n",
       "The former Yugoslav Republic of Macedonia                           1.000  \n",
       "Timor-Leste                                                         0.000  \n",
       "Togo                                                                3.200  \n",
       "Tokelau                                                             0.000  \n",
       "Tonga                                                               0.000  \n",
       "Trinidad and Tobago                                                 0.000  \n",
       "Tunisia                                                             0.420  \n",
       "Turkey                                                            -15.400  \n",
       "Turkmenistan                                                       23.360  \n",
       "Tuvalu                                                              0.000  \n",
       "Uganda                                                             21.100  \n",
       "Ukraine                                                           120.200  \n",
       "United Arab Emirates                                                0.000  \n",
       "United Kingdom                                                      2.000  \n",
       "United Republic of Tanzania                                        12.270  \n",
       "United States of America                                          251.000  \n",
       "Uruguay                                                            80.000  \n",
       "Uzbekistan                                                         32.530  \n",
       "Vanuatu                                                             0.000  \n",
       "Venezuela (Bolivarian Republic of)                                520.000  \n",
       "Viet Nam                                                          524.700  \n",
       "Yemen                                                               0.000  \n",
       "Zambia                                                             24.600  \n",
       "Zimbabwe                                                            7.740  \n",
       "\n",
       "[199 rows x 54 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent = time_slice(data, '2013-2017')\n",
    "recent"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring *population*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cross-section\n",
    "For numerical data, look at: \n",
    "\n",
    "* *Location*: 均值，中位数，模式，四分位\n",
    "* *Spread*: 标准差、方差、范围、间距范围\n",
    "* *Shape*: 偏度、峰度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Location and spread of the data\n",
    "\n",
    "Are minimum/maximum values feasible? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:18.714231Z",
     "start_time": "2017-06-04T04:01:18.696897Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>2013-2017</th>\n",
       "      <th>total_pop</th>\n",
       "      <th>urban_pop</th>\n",
       "      <th>rural_pop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>36890</td>\n",
       "      <td>19849</td>\n",
       "      <td>17040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>140720</td>\n",
       "      <td>69681</td>\n",
       "      <td>77461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1368</td>\n",
       "      <td>822</td>\n",
       "      <td>500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7595</td>\n",
       "      <td>3967</td>\n",
       "      <td>2404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>25088</td>\n",
       "      <td>11656</td>\n",
       "      <td>10677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1407306</td>\n",
       "      <td>805387</td>\n",
       "      <td>891112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "2013-2017  total_pop  urban_pop  rural_pop\n",
       "count            199        199        199\n",
       "mean           36890      19849      17040\n",
       "std           140720      69681      77461\n",
       "min                0          0        -98\n",
       "25%             1368        822        500\n",
       "50%             7595       3967       2404\n",
       "75%            25088      11656      10677\n",
       "max          1407306     805387     891112"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent[['total_pop', 'urban_pop', 'rural_pop']].describe().astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rural population is negative... what does that mean? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:18.725316Z",
     "start_time": "2017-06-04T04:01:18.715972Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>2013-2017</th>\n",
       "      <th>total_pop</th>\n",
       "      <th>urban_pop</th>\n",
       "      <th>rural_pop</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Qatar</th>\n",
       "      <td>2235.00</td>\n",
       "      <td>2333.00</td>\n",
       "      <td>-98.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Singapore</th>\n",
       "      <td>5604.00</td>\n",
       "      <td>5619.00</td>\n",
       "      <td>-15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Monaco</th>\n",
       "      <td>37.73</td>\n",
       "      <td>38.32</td>\n",
       "      <td>-0.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Holy See</th>\n",
       "      <td>0.80</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nauru</th>\n",
       "      <td>10.22</td>\n",
       "      <td>10.12</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "2013-2017  total_pop  urban_pop  rural_pop\n",
       "country                                   \n",
       "Qatar        2235.00    2333.00     -98.00\n",
       "Singapore    5604.00    5619.00     -15.00\n",
       "Monaco         37.73      38.32      -0.59\n",
       "Holy See        0.80       0.80       0.00\n",
       "Nauru          10.22      10.12       0.10"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent.sort_values('rural_pop')[['total_pop','urban_pop','rural_pop']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Rural population = Total population - urban population`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_pop</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year_measured</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1962</th>\n",
       "      <td>56.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>86.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>130.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1977</th>\n",
       "      <td>182.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982</th>\n",
       "      <td>277.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>423.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>489.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>528.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>634.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>1179.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>2016.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>2235.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               total_pop\n",
       "year_measured           \n",
       "1962               56.19\n",
       "1967               86.16\n",
       "1972              130.40\n",
       "1977              182.40\n",
       "1982              277.20\n",
       "1987              423.30\n",
       "1992              489.70\n",
       "1997              528.20\n",
       "2002              634.40\n",
       "2007             1179.00\n",
       "2012             2016.00\n",
       "2015             2235.00"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def time_series1(df, country, variable):\n",
    "    # Only take data for country/variable combo\n",
    "    series = df[(df.country == country) & (df.variable == variable)]\n",
    "\n",
    "    # Drop years with no data\n",
    "    series = series.dropna()[['year_measured', 'value']]\n",
    "\n",
    "    # Change years to int and set as index\n",
    "    series.year_measured = series.year_measured.astype(int)\n",
    "    series.set_index('year_measured', inplace=True)\n",
    "    series.columns = [variable]\n",
    "    return series\n",
    "time_series1(data, 'Qatar', 'total_pop')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:19.089712Z",
     "start_time": "2017-06-04T04:01:18.726871Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_pop</th>\n",
       "      <th>urban_pop</th>\n",
       "      <th>rural_pop</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year_measured</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1962</th>\n",
       "      <td>56.19</td>\n",
       "      <td>48.39</td>\n",
       "      <td>7.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>86.16</td>\n",
       "      <td>75.48</td>\n",
       "      <td>10.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>130.40</td>\n",
       "      <td>115.60</td>\n",
       "      <td>14.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1977</th>\n",
       "      <td>182.40</td>\n",
       "      <td>162.40</td>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982</th>\n",
       "      <td>277.20</td>\n",
       "      <td>248.60</td>\n",
       "      <td>28.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>423.30</td>\n",
       "      <td>385.40</td>\n",
       "      <td>37.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>489.70</td>\n",
       "      <td>459.10</td>\n",
       "      <td>30.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>528.20</td>\n",
       "      <td>506.50</td>\n",
       "      <td>21.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>634.40</td>\n",
       "      <td>608.90</td>\n",
       "      <td>25.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>1179.00</td>\n",
       "      <td>1130.00</td>\n",
       "      <td>49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>2016.00</td>\n",
       "      <td>2029.00</td>\n",
       "      <td>-13.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>2235.00</td>\n",
       "      <td>2333.00</td>\n",
       "      <td>-98.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               total_pop  urban_pop  rural_pop\n",
       "year_measured                                 \n",
       "1962               56.19      48.39       7.80\n",
       "1967               86.16      75.48      10.68\n",
       "1972              130.40     115.60      14.80\n",
       "1977              182.40     162.40      20.00\n",
       "1982              277.20     248.60      28.60\n",
       "1987              423.30     385.40      37.90\n",
       "1992              489.70     459.10      30.60\n",
       "1997              528.20     506.50      21.70\n",
       "2002              634.40     608.90      25.50\n",
       "2007             1179.00    1130.00      49.00\n",
       "2012             2016.00    2029.00     -13.00\n",
       "2015             2235.00    2333.00     -98.00"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_series(data, 'Qatar', 'total_pop').join(time_series(data, 'Qatar', 'urban_pop')).join(time_series(data, 'Qatar', 'rural_pop'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We should also start suspecting that the data is skewed:\n",
    "* 50% quartile much closer to 25% or 75% in value\n",
    "* Large difference between mean and 50% "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shape of the data\n",
    "* 数据分布是倾斜的吗？\n",
    "* 有异常值吗？它们可行吗？ \n",
    "* 有不连续的吗? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:19.106874Z",
     "start_time": "2017-06-04T04:01:19.091201Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>2013-2017</th>\n",
       "      <th>total_pop</th>\n",
       "      <th>urban_pop</th>\n",
       "      <th>rural_pop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>36890</td>\n",
       "      <td>19849</td>\n",
       "      <td>17040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>140720</td>\n",
       "      <td>69681</td>\n",
       "      <td>77461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1368</td>\n",
       "      <td>822</td>\n",
       "      <td>500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7595</td>\n",
       "      <td>3967</td>\n",
       "      <td>2404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>25088</td>\n",
       "      <td>11656</td>\n",
       "      <td>10677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1407306</td>\n",
       "      <td>805387</td>\n",
       "      <td>891112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "2013-2017  total_pop  urban_pop  rural_pop\n",
       "count            199        199        199\n",
       "mean           36890      19849      17040\n",
       "std           140720      69681      77461\n",
       "min                0          0        -98\n",
       "25%             1368        822        500\n",
       "50%             7595       3967       2404\n",
       "75%            25088      11656      10677\n",
       "max          1407306     805387     891112"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent[['total_pop', 'urban_pop', 'rural_pop']].describe().astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "是的，看起来人口是倾斜的。让我们尝试计算偏度和峰度和绘制直方图显示。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"figures/f1.png\" alt=\"FAO\" width=\"400\" align=\"right\">\n",
    "<img src=\"figures/f2.png\" alt=\"FAO\" width=\"290\" align=\"right\">\n",
    "### [Skewness and kurtosis](http://www.itl.nist.gov/div898/handbook/eda/section3/eda35b.htm)\n",
    "\n",
    "左偏：均值<中位数\n",
    "\n",
    "*Skewness:* measure of lack of symmetry. \n",
    "\n",
    "*Kurtosis:* measure of whether the data are heavily tailed relative to the normal distribution. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:19.114662Z",
     "start_time": "2017-06-04T04:01:19.108175Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2013-2017\n",
       "total_pop    8.519379\n",
       "urban_pop    8.545690\n",
       "rural_pop    9.490029\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent[['total_pop', 'urban_pop', 'rural_pop']].apply(scipy.stats.skew)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "正态分布的偏度应为零。负偏度表示偏左，正偏表示右偏。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:19.122084Z",
     "start_time": "2017-06-04T04:01:19.116033Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2013-2017\n",
       "total_pop    76.923725\n",
       "urban_pop    85.499659\n",
       "rural_pop    95.838930\n",
       "dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent[['total_pop', 'urban_pop', 'rural_pop']].apply(scipy.stats.kurtosis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "峰度也是一个正态分布和零只能是积极的。我们肯定有一些异常值！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The trusty histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:19.820882Z",
     "start_time": "2017-06-04T04:01:19.123476Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 506,
       "width": 739
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "ax.hist(recent.total_pop.values, bins=50);\n",
    "ax.set_xlabel('Total population');\n",
    "ax.set_ylabel('Number of countries');\n",
    "ax.set_title('Distribution of population of countries 2013-2017');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's functionalize this so we can use it again."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yup, definitely skewed. Why is this a problem?\n",
    "* Many models assume a normal (bell-like) curve\n",
    "* It is difficult to differentiate observations when skewed (~150/199 look all the same!) \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "解决方法是什么？通常，使用LOG转换将使变量更为正常。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log transform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<img src=\"figures/f3.png\" alt=\"FAO\" width=\"590\" >\n",
    "对数变换是数据变换的一种常用方式，数据变换的目的在于使数据的呈现方式接近我们所希望的前提假设，从而更好的进行统计推断。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"figures/f4.png\" alt=\"FAO\" width=\"590\" >\n",
    "左边是正常数据，可以看到随着时间推进，电力生产也变得方差越来越大，即越来越不稳定。\n",
    "这种情况下常有的分析假设经常就不会满足（误差服从独立同分布的正态分布，时间序列要求平稳）。\n",
    "\n",
    "理论上，我们将这类问题抽象成这种模型，即分布的标准差与其均值线性相关"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:20.181228Z",
     "start_time": "2017-06-04T04:01:20.174090Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2013-2017\n",
       "total_pop   -0.899063\n",
       "dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent[['total_pop']].apply(np.log).apply(scipy.stats.skew)\n",
    "# recent[['total_pop']].apply(np.log).apply(scipy.stats.skewtest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-16T06:16:19.134558Z",
     "start_time": "2017-05-16T06:16:19.127497Z"
    },
    "scrolled": true
   },
   "source": [
    "它确实减少了偏斜，但并没有使它消失。峰度如何？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:20.188948Z",
     "start_time": "2017-06-04T04:01:20.182699Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2013-2017\n",
       "total_pop    1.086877\n",
       "dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent[['total_pop']].apply(np.log).apply(scipy.stats.kurtosis)\n",
    "# recent[['total_pop']].apply(np.log).apply(scipy.stats.kurtosistest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "再次，它减少了，但并没有摆脱峰度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:20.222477Z",
     "start_time": "2017-06-04T04:01:20.190705Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "def plot_hist(df, variable, bins=20, xlabel=None, by=None,\n",
    "              ylabel=None, title=None, logx=False, ax=None):\n",
    "\n",
    "    if not ax:\n",
    "        fig, ax = plt.subplots(figsize=(12,8))\n",
    "    if logx:\n",
    "        if df[variable].min() <=0:\n",
    "            df[variable] = df[variable] - df[variable].min() + 1\n",
    "            print('Warning: data <=0 exists, data transformed by %0.2g before plotting' % (- df[variable].min() + 1))\n",
    "        \n",
    "        bins = np.logspace(np.log10(df[variable].min()),\n",
    "                           np.log10(df[variable].max()), bins)\n",
    "        print(bins)\n",
    "        ax.set_xscale(\"log\")\n",
    "\n",
    "    ax.hist(df[variable].dropna().values, bins=bins);\n",
    "    \n",
    "    if xlabel:\n",
    "        ax.set_xlabel(xlabel);\n",
    "    if ylabel:\n",
    "        ax.set_ylabel(ylabel);\n",
    "    if title:\n",
    "        ax.set_title(title);\n",
    "    \n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:21.244452Z",
     "start_time": "2017-06-04T04:01:20.223979Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[8.00000000e-01 1.45650091e+00 2.65174362e+00 4.82783375e+00\n",
      " 8.78968030e+00 1.60027217e+01 2.91349733e+01 5.30438939e+01\n",
      " 9.65730997e+01 1.75823509e+02 3.20108876e+02 5.82798587e+02\n",
      " 1.06105834e+03 1.93179055e+03 3.51706836e+03 6.40326657e+03\n",
      " 1.16579545e+04 2.12247766e+04 3.86423830e+04 7.03533325e+04\n",
      " 1.28087116e+05 2.33198751e+05 4.24567741e+05 7.72979126e+05\n",
      " 1.40730600e+06]\n"
     ]
    },
    {
     "data": {
      "image/png": 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bds3mnu4vmdXjHwBWm8AbAMZjuvfalReZ7qrpwemP0kOai1XVm9J76b01vdf2cry4qn4wLOec6rXFt+a8JPetPvhmqmpTVR2Z5F+S7JBeSmPNtNZunx5QnZ/kXsMt6hna9r30MPY7SfZOLyOx0Dnp4dr3p+Z7Zfpt+EnvBbm1Nlw+vTxCkjyqqib1WVNVP6+qJ6SX/7hMku3tBb+YZ6Tvg1dX1QsmZRmGffSmJE8ZpnvOEDZtzZ3TA8NnVdWJ029U1duTfHR4eqOVaHx6SZEjJ8dh9Zq6Bw9tOLgN9R2GCzsPG+b5w6qa3Oqf6qVPHpLk8+mh0ONnrGdTkoNqqjRFVb01PeBKVq927e+nh+qvqqrpUiWpqv9JMilLtD3b80HpdzZ8P1Pn6bCOU9N7tf80ye1ba/eYMf9Xkjxy0mN4CL7+Nr1X/07pofCiVmD/LMcfpn/eM9IvBp49ta63JZkMGDipCf2Y9LI8JyU5pKrOmZr+s+k9bzcleXBrbaWO6wuS3K+qJt8pGXriTi4wbvU7ZoHvJnnF1LLOXmTag9N76J+avn2mv+e+kn7h6qIkjx7KwiT9QtMufZI6bmr6C4cLcsekl2OZ3ImwrV6ePqjlpmz+/kz6nSlJvyA7z+S9yy4yzba4UfoFoUmYf6UkBy7sAb+thu+wfx2eHpf+uzCxnp/74enlvM5K8qYVXjYALInAGwDGY7oUxGJh89npPbuulOR1rbUbT79ZVX9RVQ+pqi8tc/3z6qMu5l011BheYFJ79i5LDFNXyoHD4/uq6oyFb1a/JX7StnvNmP+jc3rG1fD4m0tow+2zOSx4+5xpXjk83mM1ts9QguEOw9N/mDPZa9J7eV8jlxwsbaaqOig9WHndjPXtlM0XbLarp+eUVy58oaq+ns3B+mRf3z3938RfqKrPzJjnwmzeBrP2+XFzeoG+dni8VWtti3rd26uqHpu+PZ81Z5JJTd7t2Z6TbXRUzSinMATg7xyezto2/7XwwldV/TKbBxZcyvmwvftnOSaf961zzuNnpwfij1kw/WtrQZ3uoW0nJPl4+oWjAxe+v41OrBkDNmZ53zHTPlNLr6V+n+HxmKo6f4sG9Is+J6X/Ft15ePmb6ReZbtZa+7vW2l4L5jm4qh5RVd9eZrsv1lr7f9m8T55fU2MLpAfwWzP5P/FSLtIux3+ll/e6WvpFkl+k18J/52IzLcUQdh+bfqHnzCQPXnCurefn/svh8Z9mHScAsBYMWgkA4zEddMwd+K+qLmitPTO9V98jkjyitfbtJB9M8r70kOpn27D+/92GeebdLj65HX3X9LIF35kz3Uq7wfB4wiLTfGHBtNNmBVHJ5p50SwmnJ8s9cZEgatKGXdMHgJu33m21V/q/E3+VzfviEqrqZ621U9Lrb98gW9Z1nzXPr1prVxp60u+TXjt2n/TAfHL8rkSHjB/WMNjfDCcn+b1srnG7vfv8c7NmqKrvtNbOTb9TYq/0C00rqqoubK1dprV25/TepNcd2njzbC5TsD3bc6nb5o+z+ufDtu6f5bje8DhzcMCqOiv9QtTEUtt2+xVo28RKbNNpy/nenvRSv/8iNe0nA0S2pJeWaq29Mr33/ZOTPLm19rX0MR/em+TYqvrVMtvcV9Drlf9jkkcOL70mfSyAaT8ZHmeVoJqY9Lje5jIes0zueBq8efi+/HSSe7bW7lxVSyn7tYWhNNZ708uW/DDJ3abvvhisy+ceymxNxrh4y0otFwCWS+ANAOMx+U/mN6rqF4tNWFWvHEKHJ6TX+90jvdbvnyY5r7X2oqp63jLXvy09uX6yhNdXqsfvUuw6PM4b3CzZ3LZdZ7z3y60sf4cVbsO8dmyvyTJ/upXen4tti0sYap4fkeRRueQ+PS99wNXd08PzlfCjRd6bbNdJyZ7lbO+dW2uXWdBrcWvrukKWXx5oq4Za/E9NP4enSxidnz7Y3o7pg2duj412PszaP8sxKasx73tpoe3dPttiJbbptOVsq8lFqb2GP4u5+Jivqie01j6f5K/Sa4bvPfx5TJKzW2tPq6rXzl7MbEPN77dlc8/5v08fu2Bhb+VJDevFynxN9vtZi0yz3arqc621Y9Nrbt8xyYdba3+SPpjlrOm3OH9ba/dMv/Pncumlhu4ypyb4op97uKtmso9W8nNPxiw4uapOWcHlAsCyCLwBYDwmAzx+etGpBsPgZe9vrV0hyZ3SawLfO32Auue21s6rqlcstowVcPk5r0+HQ/+34L15gc5KBOOTcGqxsgCTkGCpodhqtmG12jFZ5uVbazsuEnovZ1u8Ln0wx5+m17f+ZPogd9+oqotaa2/JygXeix0Lk+066XG9nO19wYwwdTnrmliJY/i56YOJXpA+COdH03smnzbcxXFEtj/w3mjnw6z9sxyTO1vmfS8t9JP0khXbun1mHQdreYFvuSZlcu5XVe9YzoxVdVT6QLtXTS93cpf035vdkrymtfaDqvqPxZYx0Vq7YnoP58lv3rOr6vA5k09C16u21i435+6lPYfHry9l/Yu0a5f0uywumK6xvsDX0gPvqw3Pr53kdktc/iFJ3pj+f/jTk9x1kfWckn4ny3XmvH/NYTkXDctaKZOyQv++gssEgGUTeAPACLTW9kj/z22yebC6edNeOr133c5V9cWhNu+7kryrtfbX6QNGPix9MLjVDrzn3eb/28Pj2VO3hU9q5M4b8OvqK9CeSR3c/RaZ5hbD43aFI0tow00XCZsnbfhZku+tQhtOS9/el0pykyQnLpxgGFyzDU8X3RattWsm+aPh6YHDoIoLXWvGa9vq6q21Kw6DGi40CdW/MjwuZ5/PCpdmDkY4DLb4m+k9cifbZ0WO4dbapZI8dnj6yKp644zJVmJ7Vvq5uF82D4630FqdD9u6f5bj1PRBBuft0/3SexKfUFV/NbTtVkPbPraVtk1vnwvTS4/MOg5W4ntstXwt/fy54bwJWmu3Se/xflpV/Xzoid2S/LyqThm+z49OcvTwW/Se9IutD8klB12ct/zLZXPYfVF6r+554wykqs5urZ2RHmrfKslHZkx26+Fxixrxy/Ts9MF835v59eSvOTx+b2jf4UkO39qCW2sHpw8AuVOSLyW5+5zxLyYmpZZuPef9yesnrlSd7eF7aXK8z9rOALBmDFoJAOPwqvTf9a+kBwiLOSh9YLG3tNYu0cNwCFcndUWna8FOQtfl3i6/NQe11mbd6v/o4XH6s0xKR+w5lMe42FDL9Z5z1rGctr93eLxna23PhW8ObX3o8PSDS1jetvh4kh+n12C+/5xp/mp4PHYZA87Ns8X2qaqfJDlueProLebo/jw9EP9hks8vtrz0sGnyfIt6x621Gya5zfB0JTpk7JDN+2l6PS29nvJFSf5zePm/huf7tda2CIeGW///Yng6a5/ftbW2+4zXJ3WFjx0GO002H8OXb63NCqTvM+O1WXbL5l7Is7bnVbM5cFu4PbflfDhkuBNk4XquleS+w9PVOh+2d/8sxweGxwcNvXUXekD6cToJLSfb55HDd9DCtt0im4PF6bZNjoOWLS31GFiqlfzunnzehy38Dk6SYUDK49J/Xya9r/86vY75yxdOP5TemlwoWGrt8Vdnc9j98MXC7imTQSL/dEabb5se4J+V7T9+Jr+dd53z+3G9JPcYnr534fvzDANLH5W+jY5PcsBWwu4keXf6BbbfHb73FppsizcvtR1LcKP0izgX5ZK/CQCw5gTeALCBtdb2bq39e3ro9Kskf1ZVF25ltvek98C7YZKXDT3mJsu7dpInDk/fPzXP5Hb8q88JgrbV1ZL823CLelprO7XWnpEe9J6f5IVT0x6f3jPyN5I8fwi6MgRxr8v83uKTtm8RQCxUVR9L75l26STvaa1N6qKntXaN9J7w10y/BXxZNWeXagibXzI8fXVrbVKjNsMAhS9ND8V+meRZK7DKedvnuenBxaNaa0+ZBHqttR1aa3+cXpYkSZ65YNC5Wcv7ejYHb0+d7LtheQekD5Y6CQwXG2RtOY5YsO2unx587ZjkH6vqf5NkGNxy0kP67dOh6nBcvjm9B++Pkrxoxnoul+QdrbWrT833sCRPSv/Mz56a9pQk5wx/f8kkNBz26wvSSz0sxQ+yudTPE4eespN1/3Z6cHul4aWF23PJ50P63SKVfp6+azqkb63dID20u1yST2UJvXO3xQrsn+U4Ksk30wevfNN0yN9a+8Mkhw1PXzY8/mN6ULpvermOK09Nv3/68bZDkrdX1WRgzaSX80mSp0+Om+G8elB6XfaVtJz9vTVvTe/lff30Y/7iCz2ttb3Tj4Gdk3yxqo4d3npb+vf23VprT5q+MDAMcPio4en0781MrbW7pPcET5JnVdW8uw4Wenn6wIwPbq09bnKhd/h+nwS+r6iq7R288UPpg/deKn37TAbGTWtt3/Tz5dJJ/q2qlhMIvyb9PD4zyb3n3LlyCVX1w2G+HdPPmz2HduzUWntuelmVH2Zlf8cmd898vap+uuiUALDKlDQBgI3h7a216YEoL5t+6/skZPtxkodU1Se3mHOBqvrJEFgek14W4U9aa6el/0d87/R/H3w+yd9NzXZykk3D+r7WWvv2rAG1tsF/pNdx/U5r7ZT0MgxXS++Z9ojpQa+q6qzW2ivSB+l7Qnqv0++l95K8TJLnJXn6jHVMynH8YWvtpCQfrapDF2nTIek9/fZN8pXW2lfTw+WbpG+bM5IcNNVrdzU8P/2CxIPSg/dvpQ9Qtk96ffOfpZey2KJ37zY4MX0fPK619ntJ3lZVL6iqj7bWHpte1uYFSf6mtfb19AFOJ8fdy2f0sDwxfdu9pLX2iCSvqqo3tNaOTO/t+ZT0Y+5bSa4x/LkgvWfoHYbnK+Gb6dvutPQLPPum95D8SLYMFQ9Nr3V7pySfan1A1x8nuXH6sfXDJA+oqu/MWM9p6bfxf3M4vnZLr8t7UZLHVdXFZRKq6sLW2uFJXpneW/j3W2vfSA8Qr5Be2uDwrX2woUb3c5K8NMkfJ7lXa+309AHqrjtM9pHh8yzcnjP395z1/LK19gfpAfoBSb7RWvty+na8cXqYe2KSBy7hQtv22J79s2RDCY6D0z/vA5Pcp7X2lfTvpEnY/8xJSZ6hXMZB6b1pH5Dkvq21k9PP0ckFuI+k3w0x7fnpgeM+SU4fvmOumn4x7Z3p38P7bs9nmTLzfNyWBVXVL6aOh3sm+fZwPOyS/nl3SvKdbO71n6o6vbX2+PRj/oVJnjIcq7+ZftzvkB4Ev34JTThs6u/3bK3dfZFpnz+MU5Gq+lZr7dHDOl6W5LDW2tnZ/J3w/lzy926bVNWm1tr903t63yLJKa21Sv+M+wyPH87muz+2arjAM+ktf2GSd87usJ0k+d+qmr4r6GnpdyTsl/67fVL6MXa19Avk96uqHy+1LUsw+V349gouEwC2iR7eALAx3DJ9YKvJn5um9yL7eHrIe/2qevdSFzYMDnbH9HDlvPQw95rpt54/McntpgPdqjo1/T/ppyXZPcn1WmtXW7jcbfCe9ODni+m3Q++SHoLfuqqOnjH9E4d2fC49INwrfbC+2yWZN4jaG9JDjh+kB0mLDow43Cp+6/Qeuiek94y8fnq5mGck2a+qtqhpvZKG8PCQ9NDtQ+kB2k3TP8M/DG146wqt7u/Se9D+OD2UuclUO45M3xZHJ/lFenByUfq2/r2qevyM5R2Wvg9/kX4xYpLOPC69Nvzx6cfuTdNDl6PSa+tOQsE7ttllbpbrLuk9Oy+XHsadlB6c3m3hxYqhN+Jd03ubfiI9ELpRemj+wiQ3q6oPZ7Yvpg8O+dH07XfZ9AD0jlX1qoUTD68dnF7KYRIUnpAeIC65Zn5VvSw9uD4u/YLBTdMvWr0rvaf4fdK3701aa9edmnXu/p6znlPS63g/L7239w3SL3p8Nn2f3qqqVjXg2s79s9x1nZD+HfHy9DrL+6aff/+d5B5V9dwF039imOYV6UHfTZJcJX2//EmS31/YI7eqjk8/r96RPhDkDdN7/j82/e6W7S1TNG3e+bhNquor6dvneel3LNwgvUf815O8OMnNq+pbC+Z5VXoI/v70Y/Vm6SWbPpbkz5Lcp6ouyNZNX2S9TS75m7jwzyV+n4Y693fawGSAAAAgAElEQVQY2nD59OPna+m/nwet1AWbqjojPex+/rD866VfLPlk+nfcXYe7eJZq+jNfM4t/5v0XtOXc9BJOz03yjfRjc5f0ck63raqPLu/TbdVVhsfvrvByAWDZdti0adN6twEAALZb6wNFfmN4uusyg6Xlruvw9JIy76iq+63WegAAgOXRwxsAAAAAgFEQeAMAAAAAMAoCbwAAAAAARkHgDQAAAADAKBi0EgAAAACAUdDDGwAAAACAURB4AwAAAAAwCgJvAAAAAABGQeANAAAAAMAoCLwBAAAAABgFgTcAAAAAAKOw83o3gPnOOuu8Tevdho1ot912TZKcddZ569wSWF/OBeicC9A5F6BzLkDnXIDOubB2dttt1x3WYj16eAMAAAAAMAoCbwAAAAAARkHgDQAAAADAKAi8AQAAAAAYBYE3AAAAAACjIPAGAAAAAGAUBN4AAAAAAIyCwBsAAAAAgFEQeAMAAAAAMAoCbwAAAAAARkHgDQAAAADAKAi8AQAAAAAYBYE3AAAAAACjIPAGAAAAAGAUBN4AAAAAAIyCwBsAAAAAgFEQeAMAAAAAMAoCbwAAAAAARkHgDQAAAADAKAi8AQAAAAAYBYE3AAAAAACjIPAGAAAAAGAUBN4AAAAAAIyCwBsAAAAAgFEQeAMAAAAAMAoCbwAAAAAARkHgDQAAAADAKAi8AQAAAAAYBYE3AAAAAACjIPAGAAAAAGAUBN4AAAAAAIyCwBsAAAAAgFEQeAMAAAAAMAoCbwAAAAAARkHgDQAAAADAKAi8AQAAAAAYBYE3AAAAAACjIPAGAAAAAGAUBN4AAAAAAIyCwBsAAAAAgFEQeAMAAAAAMAo7r3cDAAAAGKf9X3LcejdhxXz2sDusdxMAgCXQwxsAAAAAgFEQeAMAAAAAMAoCbwAAAAAARkHgDQAAAADAKAi8AQAAAAAYBYE3AAAAAACjIPAGAAAAAGAUBN4AAAAAAIyCwBsAAAAAgFEQeAMAAAAAMAoCbwAAAAAARkHgDQAAAADAKAi8AQAAAAAYBYE3AAAAAACjIPAGAAAAAGAUBN4AAAAAAIyCwBsAAAAAgFEQeAMAAAAAMAo7r3cDtkVr7SpJnpXkwCTXSPKNJK9P8rKqumDBtA9N8vgkN0jyoyRvS/LMqvrJmjYaAAAAAIBVteF6eLfWdk3y8SSHJvlykiOTnJvkRUmOaa3tMDXtU5O8Mf1zvirJl9LD7w+21nZZ46YDAAAAALCKNmIP76cm2SfJY6vqlZMXW2tvSfJHSe6Z5L2ttWsneU6STyW5Y1X9apjuOUmekeTP08NyAAAAAABGYMP18E5ynSTfTvIPC14/eni8zfD4qPRA/4hJ2D04IsmPkzxyFdsIAAAAAMAa23CBd1UdUlXXXlirO73Xd5J8f3i8w/D4PwvmPz+91/fNWmtXWL2WAgAAAACwljZiSZOLDfW6d0tyvyTPTvKtJG8e3r5eku9X1XkzZv3m8HiDJJ9d5WYCAAAAALAGNnTgnV6j++nD37+f5K5V9aPh+VWSfGPOfOcOj9vVw7u1tml75t+aqlrNxY/ebrvtut5NgF8LzgXonAvQORdg2zh3GCvHNnTOhfHYcCVNFjgjyYuTHJPe0/tjrbWbD+9dKskv5sw3ef0yq9s8AAAAAADWyobu4V1V/zz5e2vtwCTvTvKm1tq+SX6eZJc5s156ePzpdq5/h+2Zf2vOOuu8Ve1BPlaTK3JnnTWrmg38/4dzATrnAnTOBdg+zh3Gxu8CdM6FtbNWveg3eg/vi1XVe5Mcm+TG6fW7f5T5JUsmr587530AAAAAADaYDRV4t9Z2bq39fmvtLnMmOWN4/K0kpya5WmvtsjOmu26Si5J8bRWaCQAAAADAOthQgffg3UmOaq3tNOO9myXZlD5Y5cfTP9/tpydorV0mya2TfLmq3KsAAAAAADASGyrwrqoLkrwzfYDKv5l+r7X26CS3TPLeqvp+kqOSXJjk8NbapacmfVqS30zymjVpNAAAAAAAa2IjDlr5pCR3SPKC1tqdkpyYZL8kv5fes/tRSVJV1Vp7cZInJzmhtfbu9PreByb5RJLXrkPbAQAAAABYJRuqh3eSVNV3k+yfHljvm+RxSfZO8vIk+1fV96Ymf2qSx6SXOXlskpskeVmSA6vqF2vZbgAAAAAAVtdG7OGdqjozyZ8vYbpNSf5++AMAAAAAwIhtuB7eAAAAAAAwi8AbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFHZe7wYAAABwSfu/5Lj1bgIAwIakhzcAAAAAAKMg8AYAAAAAYBQE3gAAAAAAjILAGwAAAACAURB4AwAAAAAwCgJvAAAAAABGQeANAAAAAMAoCLwBAAAAABgFgTcAAAAAAKMg8AYAAAAAYBQE3gAAAAAAjILAGwAAAACAURB4AwAAAAAwCgJvAAAAAABGQeANAAAAAMAoCLwBAAAAABgFgTcAAAAAAKMg8AYAAAAAYBQE3gAAAAAAjILAGwAAAACAURB4AwAAAAAwCgJvAAAAAABGQeANAAAAAMAoCLwBAAAAABgFgTcAAAAAAKMg8AYAAAAAYBQE3gAAAAAAjILAGwAAAACAURB4AwAAAAAwCgJvAAAAAABGQeANAAAAAMAoCLwBAAAAABgFgTcAAAAAAKMg8AYAAAAAYBQE3gAAAAAAjILAGwAAAACAURB4AwAAAAAwCgJvAAAAAABGQeANAAAAAMAoCLwBAAAAABgFgTcAAAAAAKMg8AYAAAAAYBQE3gAAAAAAjILAGwAAAACAURB4AwAAAAAwCjuvdwO2RWtt9ySHJzkwydWSnJPkQ0meWVWnT033yCSvnbOYz1TVrVe5qQAAAAAArJENF3gPYffxSfZI8t9Jjk7SkhyS5B6ttVtX1deGyW86PL4wyfkLFvWdNWguAAAAAABrZMMF3uk9u/dIclhVvXTyYmvtwUnenOQlSe4zvHzTJOdU1VPWupEAAAAAAKytjVjD+6AkZyV5+fSLVXVUktOS3K21Nvlc+yY5aW2bBwAAAADAethQPbxbazslOSLJr6rqohmT/CLJLkl2aa39VpIrJzlxDZsIAAAAAMA62VCBd1VdmOQVs95rre2TZJ8kp1XV+a21Sf3uS7XWjklyuySXTfLJJM+oquPXos0AAAAAAKyNDRV4zzOUMDkyvUTLa4aXJ4H3XyT5QJLXJ9k7vb73Aa21+1TVB7ZzvZu2Z/6tqarVXPzo7bbbruvdBPi14FyAzrkAnXMBto1zh7FybEPnXBiPDR94t9Z2SPLqJL+X5HPZXNt7xyRnJPnbob73ZPo7Jjk2yetba3tV1flr3GQAAAAAAFbBDps2rWon5VXVWts5yWuTPDzJ6UluX1XfW8J8b0zy0CR3395e3qvprLPO27g7Zx1NrsidddZ569wSWF/OBeicC9A5FzaW/V9y3Ho3gQU+e9gd1rsJsKL8LkDnXFg7u+226w5rsZ4d12Ilq6G1drkk/5Eedn8tyZ2WEnYPvjA8XncVmgYAAAAAwDrYkIF3a+1KST6c5J5JTkjyu1X1rQXT3Ly1Nu8S/GWHR+VMAAAAAABGYsMF3q21yyR5T5JbJfmfJAdU1Q9mTPquJB9prf3WjPd+d3j83Oq0EgAAAACAtbbhAu8kRyS5bZJPJblHVf14znRvT/98RwwDWyZJWmv3T3JgkuOq6uTVbiwAAAAAAGtj5/VuwHK01nZP8lfD068meXJrbdakf5fkuUnukeTPkty0tfbxJC097P7fJI9Y9QYDAAAAALBmNlTgneTWSXYZ/v4ni0z38qr6v9babZM8K8nBSf46ydlJXpfkmVX1v6vaUgAAAAAA1tSGCryr6l1JdtjqhJun/78kjx/+AAAAAAAwYhuxhjcAAAAAAGxB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFATeAAAAAACMgsAbAAAAAIBREHgDAAAAADAKAm8AAAAAAEZB4A0AAAAAwCgIvAEAAAAAGAWBNwAAAAAAoyDwBgAAAABgFHZe7wZsi9ba7kkOT3JgkqslOSfJh5I8s6pOXzDtQ5M8PskNkvwoyduG6X6ylm0GAAAAAGB1bbge3kPYfXySRyX5apJXDM8PSfLZ1treU9M+Nckb0z/nq5J8KT38/mBrbZc1bjoAAAAAAKtoI/bwPjzJHkkOq6qXTl5srT04yZuTvCTJfVpr107ynCSfSnLHqvrVMN1zkjwjyZ8nOXJtmw4AAAAAwGrZcD28kxyU5KwkL59+saqOSnJakru11nZM7wG+c5IjJmH34IgkP07yyLVpLgAAAAAAa2FDBd6ttZ3y/7F379GaX3Wd599FAgQREDSKAYTA4GZAURnCTQkgdIOEsS+oo9PdCAIiqIjiBXDk3kirUdY04AUbEduesW2Ri6hAiyQSvKACog1bUcJdKO4BIQKp/uM5VVNT1kmqTv3OOckvr9daz3rq+e397O+3VuVXVfnUXvu3CayfPOe87DhTLq2utfU6d+vaBUdPmHN+us2u768aY9xgF9sFAAAAAGAPXaWONJlzfq7Nmd3/xBjjNtVtqr+dc356jHGr6v1zzkuOM/3irfcvr16/G70CAAAAALC3rlI7vLezdYTJs9v8fH5h6/IXVh/d5isf23q3wxsAAAAAYCWuUju8j2eMcaD6+ere1Z/2/53tfc02R5wcz+HrZ5xi7UOn8v0rMufczeVX78wzr7ffLcCVgnsBNtwLsOFegJ1x77BW/tuGDffCelylA+8xxunV86oHV39X/Ys55z9uDX+qzVnex3PtrfdP7mqDAAAAcCVzi8e9fL9bWMzFzzxvv1sA4Epm1wPvMcadqi+r/mzO+fYF1/286ter+1d/U91nzvneo6Z8pO2PLDl8/WPbjJ+QOeeBU/n+FTl48JJd3UG+Vof/Re7gweMd3w5XH+4F2HAvwIZ7AU6Ne+fKya/LzvlzATbcC3tnr3bRL3aG9xjj3mOMV48x7nfUtf+3+sPq16q/HmP8+4Vq3bB6dZuw+w3V180533nMtL+uvmSMcZ3jLHF2dVmboBwAAAAAgBVYJPAeY9yl+p3qHtWtt679q+pb2hwt8hvVh6rHjTEeeIq1zqh+q7pzdUF1zznnB44z9bVtfn53P87371L91ZzTP90AAAAAAKzEUju8f7DN8SjfUz1369q3V4eqR805v6W6Y5vw+5GnWOsZ1d3a7Bz/hjnnx7eZ96vV56onjzGufdT1J1TXr37hFPsAAAAAAOBKZKkzvL+2+pM5589WjTGuVd2n+kyb3d3NOd89xnhtdaedFhlj3Lj67q2Pb6l+ZIxxvKnPnHPOMcZPVT9SvWGM8bLqdtV51UVtHnYJAAAAAMBKLBV437C68KjP51afV712zvnJo65/srruKdS5S3WtrR9/x+XMe1b16erx1buqR1XfV/199TPVU+acl55CHwAAAAAAXMksFXi/p7rZUZ8f0OY4k1cevjDGOFB9VZvQeUfmnC+uDpzE/EPVc7ZeAAAAAACs2FKB9+urbx5jPKR6d5vzu6teVEeOOHladXb1KwvVBAAAAACAI5YKvJ9cfX31i1ufD1S/Nuf8H1uf/6760urD1dMXqgkAAAAAAEdcY4lF5pxvbXO+9guq321zdva/O2rKW9vs9j5nzvm2JWoCAAAAAMDRltrh3Zzz76qHbjN2n6XqAAAAAADA8SwWeB82xrhm9TVtHmL593POi8YYXzbnfOfStQAAAAAA4LDFAu+toPtJ1XdX19+6/KvVRdV/HmN8XvWtjjQBAAAAAGA3LHKG91bY/Tttzu6+VvW6Ng+uPOy61R2qPxhjfOkSNQEAAAAA4GiLBN7Vo6uvr15W3XzOefdjxu9a/WL1JdUPL1QTAAAAAACOWCrwflD1gerb5pwfPHZwzvmP1SOrd1X3XagmAAAAAAAcsVTgfevqtXPOT203Yc75uepPq5svVBMAAAAAAI5YKvD+dHXmCcy78dZcAAAAAABY1FKB959Wdxpj3Ga7CWOM21V33JoLAAAAAACLOn2hdX66uk/122OM761ec3hgjHGgunf1c1v1nrNQTQAAAAAAOGKRHd5zzt+tnljdonpp9fHqUPWvqn+oXlHdsnrWnPOlS9QEAAAAAICjLXWkSXPOp1f/vHpVm3O6D1TX3arx2uqBc87HLlUPAAAAAACOttSRJlXNOf979d/HGNeovrA6rfrQnPMzS9YBAAAAAIBjLRp4HzbnvKw6uBtrAwAAAADA8ewo8B5j/EKbM7p/bM75ga3PJ+rQnPMRO6kLAAAAAADb2ekO74e1CbzPrz6w9flEHaoE3gAAAFxlnHP+hfvdAgBwAnYaeD9k6/19x3wGAAAAAIB9saPAe875y8dc+rPqLXPOz516SwAAAAAAcPKusdA6L6n+cqG1AAAAAADgpC0VeN+kestCawEAAAAAwElbKvB+a3XbMcZpC60HAAAAAAAnZacPrTzWt1cvry4cY/xc9abqw9Vlx5s853zvQnUBAAAAAKBaLvB+VXVGdZet1+U5tGBdAAAAAAColgue/6H6ZPWhhdYDAAAAAICTskjgPee8xRLrAAAAAADATi3y0MoxxrljjHEC8+46xnj4EjUBAAAAAOBoiwTe1WuqJ5zAvB+ozl+oJgAAAAAAHLGjI03GGP/ncb57qzHGgy7nazeovr66bCc1AQAAAADg8uz0DO87VY+uDm19PlTddet1eQ5Uv7LDmgAAAAAAsK2dBt5PrD6vTYBd9dDqbdUF28w/VH26+pvqeTusCQAAAAAA29pR4D3n/Hj1nYc/jzEeWv3RnNMDKQEAAAAA2Bc73eH9/zPnXOrhlwAAAAAAsCOLBN5HG2PcsLputW0IPud859J1AQAAAAC4elss8B5jPKp6THWrK5h6aMm6AAAAAABQCwXPW2d4P3vr4z9UB6vPLrE2AAAAAACciKV2Wn93dVmbB1m+YM552ULrAgAAAADACVkq8L5NddGc8/kLrQcAAAAAACdl2wdLnqRLqo8ttBYAAAAAAJy0pQLvV1Z3GWNcf6H1AAAAAADgpCwVeD++zUMq/8sY4+yF1gQAAAAAgBO21BneP11dXH1D9bYxxkeqj1SHjjP30JxzLFQXAAAAAACq5QLvbzrm8422XsdzvBAcAAAAAABOyVKBt2NMAAAAAADYV4sE3nPOdyyxDgAAAAAA7NRSD60EAAAAAIB9tcgO7zHGq09i+qE5572XqAsAAAAAAIctdYb3PU9gzqHqQB5aCQAAAADALlgq8L77NtdPq76gumv1qOo3q+9aqCYAAAAAAByx1EMrL7qCKS8dY7y0+oPq9dVzlqgLAAAAAACH7dlDK+ecf1hdVD1yr2oCAAAAAHD1sWeB95YPVbfa45oAAAAAAFwN7FngPcY4q7pX9cG9qgkAAAAAwNXHImd4jzGecAU1blw9sLp+9cIlagIAAAAAwNEWCbyrp1eHthk7cNSP31A9aaGaAAAAAABwxFKB91PbPvC+rPpE9ebq1XPOyxaqCQAAAAAARywSeM85n7zEOgAAAAAAsFNL7fA+YoxxreqObc7tvrR6f/XGOednl64FAAAAAACHLRZ4jzFOb3O0yfdU1z1m+GNjjJ+vnjjn/MxSNQEAAAAA4LBFAu8xxmnVS6v7tjmz+4+rt1enVbes7lD9cPVV1f2XqAkAAAAAAEdbaof3d1b3q15ffeuc8+1HD44xblX9P9V9xxgPmXP+0kJ1AQAAAACgqmsstM6Dq0uq844Nu6vmnH9bnVd9onroQjUBAAAAAOCIpQLv21avmXN+cLsJc86D1Wu25gIAAAAAwKKWCrwPnMTcay1UEwAAAAAAjlgq8H5rdY8xxg23mzDGuFF1j+otC9UEAAAAAIAjlgq8X1Bdv3rJGOOsYwfHGDetXlJdr/qVhWoCAAAAAMARpy+0zs9WD2yzg/vtY4w/qi6uDlW3rO5cXbO6oHruQjUBAAAAAOCIRXZ4zzk/V92velb12eru1b+rHlR9XfWZrbFvmHN+domaAAAAAABwtKV2eDfnvLT6gTHGE6o7Vme1eZjle6s/nXN+aqlaAAAAAABwrMUC76oxxo2r2805f++oa19ZPWqM8d/mnO9Ysh4AAAAAABy21EMrG2M8pnpn9RPHDJ1T/WT1ljHGQ5aqBwAAAAAAR1sk8B5jPKD66eofqpcdM/z71VOqf6x+cYxxvyVqAgAAAADA0Zba4f2D1aXV1805n3z0wJzz7XPOp7R5eOVnqx9eqCYAAAAAAByxVOB9u+rVc86/3G7C1tiFbR5oCQAAAAAAi1oq8L5m9bkTmHfJgjUBAAAAAOCIpcLnt1TnjjFutN2EMcYNqntUc6GaAAAAAABwxFKB9y9V169+e4xx22MHxxi3rl5afUH1ywvVBAAAAACAI05faJ3nVd9Y3b968xjj4updW2M3rc6uDlSvrJ6zUE0AAAAAADhikR3ec85DbQLvH6z+tk3Afe7W65bV+6ofrR4w5zyRs74BAAAAAOCkLLXDuznnZdVPVz89xjir+tKt9f9+zvmOpeoAAAAAAMDxLBZ4H23O+d7qvbuxNgAAAAAAHM9SD60EAAAAAIB9JfAGAAAAAGAVBN4AAAAAAKyCwBsAAAAAgFXYUeA9xnjAGGMs3QwAAAAAAOzUTnd4/6fq3x/+MMZ4/hjjYcu0BAAAAAAAJ2+ngfcNqmsd9fnB1bmn3A0AAAAAAOzQ6Tv83nur+4wxnlC9e+vaLccYDzqRL885X7jDugAAAAAAcFw7DbyfXz21etrW50PVXbdeJ0LgDQAAAADAonYUeM85nz7GeGd1p+ra1UOrt1UXLNgbAAAAAACcsJ3u8D58LMkLq8YYD63+aM758KUaAwAAAACAk7HjwPsY96rev9BaAAAAAABw0hYJvOecF1SNMa5ZfUt1j+rG1aVtgvDXVL815/z0EvUAAAAAAOBYS+3wbozx1fyLg0AAACAASURBVNWLqptXB44ZfmR18RjjW+acf7ZUTQAAAAAAOOwaSywyxrhJ9crqFm0eXPld1X2r+1ffU722Orv6rTHGjZeoCQAAAAAAR1tqh/cTqi+qnjTnfNpxxp87xnhi9eTqsdUPLVQXAAAAAACq5QLv+1d/s03YXdWc86ljjH9TfWMCbwAAAOAUnXP+hfvdwiJe/9hz97sFgNVY5EiT6qzqjScw743VzRaqCQAAAAAARywVeH+suukJzLtp9YmFagIAAAAAwBFLBd4XVXcZY9xruwljjK+v7lq9bqGaAAAAAABwxFJneP9k9b9XLx1jPK369erirbGzq2+u/q/qsq25AAAAAACwqEV2eM85X1c9urpO9ePV26rPbr3+pnpGdUb1mDnnRUvUBAAAAACAoy11pElzzudWd6xeWL29urT6xzY7vV9Y3XnO+eyl6gEAAAAAwNGWOtKkqjnnG6uHLLkmAAAAAACciMV2eAMAAAAAwH4SeAMAAAAAsAoCbwAAAAAAVkHgDQAAAADAKgi8AQAAAABYhUUC7zHGV4wxTltiLQAAAAAA2Imldni/pPrLhdYCAAAAAICTtlTgfZPqLQutBQAAAAAAJ22pwPut1W0dawIAAAAAwH45faF1vr16eXXhGOPnqjdVH64uO97kOed7F6oLAAAAAADVcoH3q6ozqrtsvS7PoQXrAgAAAABAtVzw/A/VJ6sPLbTeCRtjnNXm/PAnzTmfdczYw6rnbfPVP55zXlE4DwAAAADAVcQigfec8xZLrHOyxhifX72ouv42U26/9f4fqk8fM/bu3eoLAAAAAIC9d5U9WmSMcfM2YfcdLmfa7asPzzkftzddAQAAAACwXxYNvMcYX1Q9tLpHdbPqFXPOHxxj/Gj1F3POly1U5zHVU6vPq15dff02U7+yevMSNQEAAAAAuHK7xlILjTHuX/119YzqftVtqy/eGv7W6sVjjJ9ZqNxjqndU51a/sk0/N61uVP3FQjUBAAAAALgSWyTwHmPcvvqN6ozq/OqfVweOmvLs6iPVo8cY/3KBko+ovnrO+brLmXP4/O5rjjF+c4zxgTHGJWOMV4wx7rRADwAAAAAAXIksdaTJj1XXrO475/y9qjHGkcE558+PMf6ken31vdWLT6XYnPMVJzDtcOD9XdUrql+qbl19Y3XPMcY3nuA62xpjHDqV71+ROeduLr96Z555vf1uAa4U3Auw4V6ADfcCwJXPfv7e7M8F2HAvrMdSR5rco/qjw2H38cw531D9QZujTvbCNdoce/Jv55z3m3P+yJzzX1f3rk6rfmmMccYe9QIAAAAAwC5baof39ar3n8C8j1U3WKjm5ZpzPqPNeeLHXr9gjPGr1YPaBPU73uU95zxwxbN27uDBS3Z1B/laHf4XuYMHL9nnTmB/uRdgw70AG+4FgCuv/fi92Z8LsOFe2Dt7tYt+qR3e76q+ZoyxbQA8xjitusPW3P3251vvZ+9rFwAAAAAALGapwPs3q5tXT7+cOU+tblK9bKGal2uMcYcxxrnbDF9n6/3Te9ELAAAAAAC7b6kjTX68+qbqcWOMf1ZdsHX9VmOMJ1TfUN2tel/1HxaqeUVeXN1kjPElc84PHjP2dVvvf7pHvQAAAAAAsMsW2eE95/xodc/qddUdq8duDd21za7vr63+orr3nPPgEjVPwK+3+fk94+ijVsYY31ydV1045/zLPeoFAAAAAIBdttQO7+ac76ruPsa4c3Wv6mbVaW12dV845/z9pWqdoKe12Vn+8Or2Y4zXVqNN2P2+6iF73A8AAAAAALtoscD7sDnnH1d/vPS6O+jjo2OMu1VPqv519ejqg9V/qp4453zffvYHAAAAAMCyFg28xxjXrb65unt1VvWZ6t3V71cvnnN+Zsl6VXPOF1Qv2Gbso9X3b70AAAAAAFixxQLvMcYD2uye/qLqwDHDj6guHmN865zz9UvVBAAAAACAwxZ5aOUY407Vi9qE3b9RPbi6T/XPqodVr6jOrl45xrj1EjUBAAAAAOBoS+3w/rE2D6j8tjnnfz3O+PPHGI+qnl09tfq2heoCAAAAAEC10A7vNmd2v26bsLuqOedzqz9rs+sbAAAAAAAWtVTgfaB6/wnMu7i69kI1AQAAAADgiKUC71dX9xpj3HC7CWOM61RfW71uoZoAAAAAAHDEUoH3Y6vPtHko5Z2PHRxj3Lh6SXVG9QML1QQAAAAAgCN29NDKMcZfH+fyadUdqteNMd7Z5viST1VnVbfdGn9r9RPVeTupCwAAAAAA29lR4F39L1cwfvOt17H+1+o2O6wJAAAAAADb2mngffaiXQAAAAAAwCnaUeA953zH0o0AAAAAAMCpWOqhlQAAAAAAsK92eqTJPzHG+K7qO9uc733G5Uw9NOe89lJ1AQAAAACgFgq8xxgPr55THVhiPQAAAAAAOFlL7fB+dHVZ9cjqv805P7rQugAAAAAAcEKWCrxvWb16zvmLC60HAAAAAAAnZamHVr5nwbUAAAAAAOCkLRVSP7+62xhjLLQeAAAAAACclKWONPmJ6quri8YYz6reVH1ou8lzztctVBcAAKCqc86/cL9bAABgny0VeF+rzW7xG1VPuYK5hxasCwAAAAAA1XLB809W39QmzH5rdXDrxwAAAAAAsCeWCrwfWH2susec8y8WWhMAAAAAAE7YUg+tvEF1gbAbAAAAAID9slTg/VfVly60FgAAAAAAnLSlAu9nVueMMb59ofUAAAAAAOCkLHWG9yeq366eP8Z4VPVH1Yerzxxv8pzzGQvVBQAAAACAarnA+3erQ9WB6pytV1vXjnZg65rAGwAAAACARS0VeD+1fxpuAwAAAADAnlkk8J5zPnmJdQAAAAAAYKeWemglAAAAAADsq0V2eI8xHnQy8+ecL1yiLgAAAAAAHLbUGd4v6MTO8D780EqBNwAAAAAAi1oq8H5+xw+8T6u+oDqnukn1a9VrFqoJAAAAAABHLPXQyodd3vgY4xrVj1ffV/3UEjUBAAAAAOBoe/LQyjnnZdXjqvdUT9uLmgAAAAAAXL3sSeBdNec8VP15dbe9qgkAAAAAwNXHngXeW27b5sGVAAAAAACwqEXO8B5jnHUFNW5cfW91m+pVS9QEAAAAAICjLRJ4V++uDl3BnAPVZ6qnLFQTAAAAAACOWCrwfmfbB96XVZ+o3lz933POP1moJgAAAAAAHLFI4D3nvMUS6wAAAAAAwE7t9UMrAQAAAABgVwi8AQAAAABYhR0daTLG+Nwp1Dw051zq7HAAAAAAAKh2fob3obZ/SOXxHMhucgAAAAAAdtGOAu+T2aE9xvgX1c9WN64+Vf3YTmoCAAAAAMDl2bWjRcYYX1j9x+r/aLPD+7XVd8w537ZbNQEAAAAAuPralcB7jPHNbcLuL64+WT1+zvns3agFAAAAAAC1cOA9xvjiNseX/Ms2u7p/r3r4nPPiJesAAAAAAMCxFgu8xxj/tnpWdaPq49UPzTmft9T6AAAAAABweU458B5jnFX9fHX/Nru6f7t6xJzzPae6NgAAAAAAnKhTCrzHGN9RnV/doPpI9f1zzhcu0RgAAAAAAJyMHQXeY4wvq55X3afNru7frB455/zAgr0BAAAAAMAJ2+kO7zdXn7/143dVH6qePsY4ke8emnM+Yod1AQAAAADguHYaeF/vqB/frHrYSXz3UCXwBgAAAABgUTsNvB+yaBcAAAAAAHCKdhR4zzl/eelGAAAAAADgVFxjvxsAAAAAAIAlCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBVO3+8GTtUY46zqLdWT5pzPOs74g6rvr768+kj1X6snzjk/saeNAgAAAACwq67SO7zHGJ9fvai6/jbjj69+uc3P8z9Wb2oTfr9yjHGtveoTAAAAAIDdd5UNvMcYN68uqO68zfiXVU+t/rC645zzcXPO86qnVXetvnOvegUAAAAAYPddJQPvMcZjqjdXX1W9eptpj2hzZMsz5pyfOer6M6qPVw/b1SYBAAAAANhTV8nAu3pM9Y7q3OpXtplz7tb7BUdfnHN+us2u768aY9xg1zoEAAAAAGBPXVUD70dUXz3nfN3lzLlV9f455yXHGbt46/3Ll24MAAAAAID9cfp+N7ATc85XnMC0L6zevs3Yx7be7fAGAAAAAFiJq2TgfYKuWV26zdjh62ecSoExxqFT+f4VmXPu5vKrd+aZ19vvFuBKwb0AG+4F2HAvAFz57Ofvzf5cgA33wnqsOfD+VHWtbcauvfX+yT3qBQAAAOC4bvG4l+93C4u5+Jnn7XcLwNXcmgPvj7T9kSWHr39sm/ETMuc8cCrfvyIHD16yqzvI1+rwv8gdPHi849vh6sO9ABvuBdhwLwCwF/w5w1WNvyPtnb3aRX9VfWjlifjr6kvGGNc5ztjZ1WXV3+xtSwAAAAAA7JY1B96vbfPzu/vRF8cYZ1R3qf5qzumfbgAAAAAAVmLNgfevVp+rnjzGuPZR159QXb/6hX3pCgAAAACAXbHaM7znnHOM8VPVj1RvGGO8rLpddV51UfW8/ewPAAAAAIBlrXmHd9Xjq++pDlXfV31F9TPVeXPOS/ezMQAAAAAAlnWV3+E953xB9YJtxg5Vz9l6AQAAAACwYmvf4Q0AAAAAwNWEwBsAAAAAgFUQeAMAAAAAsAoCbwAAAAAAVkHgDQAAAADAKgi8AQAAAABYBYE3AAAAAACrIPAGAAAAAGAVBN4AAAAAAKyCwBsAAAAAgFUQeAMAAAAAsAoCbwAAAAAAVkHgDQAAAADAKgi8AQAAAABYBYE3AAAAAACrIPAGAAAAAGAVBN4AAAAAAKyCwBsAAAAAgFUQeAMAAAAAsAqn73cDAABcfZxz/oX73cJiXv/Yc/e7hUWs6dcEAADs8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBVO3+8GAADgquic8y/c7xYAAIBj2OENAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABW4fT9bmC3jTGeXv3oNsO/Nuf81r3sBwAAAACA3bH6wLu6fXVp9czjjP3lHvcCAAAAAMAuuboE3v9jzvnk/W4EAAAAAIDds+ozvMcY169uXv3FfvcCAAAAAMDuWnXg3WZ3dwm8AQAAAABWb+1HmhwOvL9ojPGq6o5bn3+v+tE559yftgAAAAAAWNrVJfD+oeql1fO2rj2wus8Y455zzjfudPExxqFTb3F78vhTc+aZ19vvFuBKwb0AG+4FAIDd5+9cXFX5b3c91h54f656R/XgOedrDl8cY/yb6j9Xz6/usD+tAbAmt3jcy/e7BQAA2Hdr+nvxxc88b79bAHbgwKFDu7pJ+UprjHFBdW51myvr0SYHD15y9fzFOUWH/0Xu4MFL9rkT2F/uhb11zvkX7ncLAADAgl7/2HP3uwX2gP933jtnnnm9A3tRZ+0Prbw8f771fva+dgEAAAAAwCJWe6TJGOP06muqa8w5//g4U66z9f7pvesKAAAAAIDdsuYd3qdVF1W/M8Y47eiBMcaB6m7VZ6sdP7QSAAAAAIArj9UG3nPOS6uXVTesHnfM8GOrr6z+y5zzo3vdGwAAAAAAy1vtkSZbHttmJ/fTxxj3rN5U/W/VPau3VD+wb50BAAAAALCo1e7wrppzXlzdsXp+9RXVo9s8pPL86q5zzg/tX3cAAAAAACxp7Tu8m3O+p3rofvcBAAAAAMDuWvUObwAAAAAArj4E3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAAAAAYBUE3gAAAAAArILAGwAAAACAVRB4AwAAAACwCgJvAAAAAABWQeANAAAAAMAqCLwBAAAAAFgFgTcAAAAAAKsg8AYAgP/Z3r3H21aW9QL/bUUwFTGTQtQMzf0qeY5IaoqCnJSMEvWYt6NgdlKstMK0k5Yi4I3iI2pmF7C8ZeTlYBw1S1HBMPJCpZn2qBl2FC+AlxRRUFZ/vGPacrnWZq295lpj7bG+389nfsaeY7xjjGe8cz57zfXMd70DAACYBAVvAAAAAAAmQcEbAAAAAIBJUPAGAAAAAGASFLwBAAAAAJgEBW8AAAAAACZBwRsAAAAAgElQ8AYAAAAAYBIUvAEAAAAAmAQFbwAAAAAAJkHBGwAAAACASVDwBgAAAABgEhS8AQAAAACYBAVvAAAAAAAmQcEbAAAAAIBJUPAGAAAAAGASdiwsLIwdAyu49NKvbLsX567Pf9fYIczF+558xNghMGFTyRMAAAA2hzrFyvbff98kyaWXfmXkSKZv//333bEZ5zHCGwAAAACASVDwBgAAAABgEhS8AQAAAACYBAVvAAAAAAAmQcEbAAAAAIBJUPAGAAAAAGASFLwBAAAAAJgEBW8AAAAAACZBwRsAAAAAgElQ8AYAAAAAYBIUvAEAAAAAmAQFbwAAAAAAJkHBGwAAAACASVDwBgAAAABgEhS8AQAAAACYBAVvAAAAAAAmQcEbAAAAAIBJUPAGAAAAAGASFLwBAAAAAJgEBW8AAAAAACZBwRsAAAAAgElQ8AYAAAAAYBIUvAEAAAAAmAQFbwAAAAAAJkHBGwAAAACASdhr7ABgiu76/HeNHcLcvO/JR4wdAgAAAIB6C6tihDcAAAAAAJOg4A0AAAAAwCQoeAMAAAAAMAkK3gAAAAAATIKCNwAAAAAAk6DgDQAAAADAJCh4AwAAAAAwCQreAAAAAABMgoI3AAAAAACToOANAAAAAMAkKHgDAAAAADAJCt4AAAAAAEyCgjcAAAAAAJOg4A0AAAAAwCQoeAMAAAAAMAkK3gAAAAAATIKCNwAAAAAAk6DgDQAAAADAJCh4AwAAAAAwCXuNHcBGa63tleSXkzwuyUFJPpPkZUlOraqrx4wNAAAAAID52Q4jvF+S5PQklyd5UZJPJzklyVljBgUAAAAAwHxNuuDdWjssyfFJXp/kiKp6apIjkrwyyc+01u4/ZnwAAAAAAMzPpAveSZ4wLE+uqoUkGZZPS7KQ5LFjBQYAAAAAwHxNveB9RJLLqupDi1dW1SVJPprk3qNEBQAAAADA3E224N1a2yfJLZP86wpNLk5yk9ba/psWFAAAAAAAG2avsQPYQDcdll9aYfuXh+V+SS7dnRO01hZ2Z7/VqqqNPDysyv777zt2CAAAAMA6+N1+6/GabKCFhYVJPnbu3PmDO3fuXNi5c+c5K2x/5bD9jus4x8JGPhad56Q59stuH2t39l3rPqtpf21tlvbf1B/zfH9s9Ti2Sy6stq1c2Lj3x1aPQy6srZ1cmG4ccmFt7eTCdOOY1znWexy5sDUfcmHzjyMXtuZju+TCVvl8tLv7y4WNf2yVXNjIx2SnNEly5bDce4Xt+wzLK3b3BFW1YyMfi071zN2NcRnrOdbu7LvWfVbTfp79MQVbpT82I47tkgurbbtVXvutYqv0h1yY3z5yYfdslf6QC/PbRy7snq3SH3tSLqz3OHJha9oq/SEX5rePXNg9W6U/NjqOrfL5aHf3lwsbb/L9MeWC95eTXJM+Zcly9lvUDgAAAACAPdxkC95VdVWSTyY5aIUmByW5rKq+sHlRAQAAAACwUSZb8B5ckOSA1trOxStbawcmuV2SC0eJCgAAAACAuZt6wfuVw/K5rbXrJElrbUeS5yXZkeSMsQIDAAAAAGC+Jl3wrqpzk7wmyc8kubC1dmqS85M8Osnrk7x5xPAAAAAAAJijSRe8B8clOTHJzZKckOSA4fmxVbUwZmAAAAAAAMzPXmMHsNGq6uokzxoeAAAAAABM1HYY4Q0AAAAAwDag4A0AAAAAwCQoeAMAAAAAMAkK3gAAAAAATIKCNwAAAAAAk6DgDQAAAADAJCh4AwAAAAAwCQree4aTt8ixdmffte6zmvbz7I8p2Cr9sRlxbJdcWG3brfLabxVbpT/kwvz2kQu7Z6v0h1yY3z5yYfdslf7Yk3JhvceRC1vTVukPuTC/feTC7tkq/bHRcWyVz0e7u79c2HiT748dCwsLY8cAc9VaW0iSqtoxdiwwJrkAnVyATi5AJxegkwvQyYXpMcIbAAAAAIBJUPAGAAAAAGASFLwBAAAAAJgEBW8AAAAAACZBwRsAAAAAgElQ8AYAAAAAYBJ2LCwsjB0DAAAAAACsmxHeAAAAAABMgoI3AAAAAACToOANAAAAAMAkKHgDAAAAADAJCt4AAAAAAEyCgjcAAAAAAJOg4A0AAAAAwCQoeAMAAAAAMAkK3gAAAAAATIKCNwAAAAAAk6DgDQAAAADAJCh4AwAAAAAwCQreAAAAAABMwl5jBwBjaa3tk+TFSR6a5BtJTq+q3xk3KhjPkBMXJTmhqs4dOx7YTK212yZ5YZJ7JbkiyWuS/FZVfX3UwGCTtdZun+T3ktw9yeVJfq+qThs3KhhXa+2lSX64qo4cOxbYbK21RyZ59ZLV51TVg8aIB8bSWrtekt9O8ugkO5K8Nv1352+MGhjLMsKb7ey0JIcluW+Sxyd5emvtEeOGBONorV0/yVlJfmTsWGCztdb2TvLG9C8/D0vyqCQPSvKcMeOCzTb8IveWJP+e5JAkT0jyjNbao0YNDEbUWrtPkp8fOw4Y0cFJ3pDk5osejxkzIBjJaUkenOSBSY5JcnSSZ4waESsywpttqbV2wySPS3JMVV2U5KLW2u8keWKSPx81ONhkrbWDk/xZ+rfUsB3dLckPJ7lbVX01yUdaa89IcnqSJ48aGWyuWyR5b5InVNWVST7eWjs3yb3z3aP7YPKG3xnOSPLusWOBER2cJwxwgwAAEtVJREFU5INV9dmxA4GxtNZukuQXk9y/qt49rDspycPHjIuVKXizXd0pyT5JLli07oL0UUx7VdU3xwkLRnF4krcmOSl9KgfYbirJTw3F7pmF9J8TsG1U1cUZfnFrre1I/4uHI9JHesN29Jwk5yX5TPqUV7AdHZzkdWMHASO7V5Irk3x76s+qenmSl48UD9dCwZvt6uZJvrBkbtbPJdk7yf7pH2phW6iqP5r9u7U2Zigwiqq6NIs+vLbWrpP+Fz9/M1pQML5PJTkwyZuSvH7kWGDTtdbukX6vnzvGX/uwTQ3Tvt02yf1ba6ekT4v7uiTPNG8x28xtk1yc5H+11n4ryY3Sc+E3q+qqMQNjeebwZru6QfpcrYvNnhvRB7C9nZ7kzkmeNnYgMKIHDo9Dk7xg5FhgUw038v7j9JuRfXHseGBEt0sfKHlFkock+fX0e52cPmZQMIJ9kxyU5JfT7wH3C+k58TtjBsXKjPBmu/p6vruwPXv+tU2OBYAtYJjC4YVJfinJQ6rqn0cOCUZTVe9PktbaDZK8orX2FCOY2EZOTPKxqjKNA9taVf1za+1mVXX5sOoDw+els1prv2oqULaRbya5cZJjq+pfk6S19pQkr2qt/VpVXTNqdHwXI7zZrj6d5HuHP9GaOSB9lPcXxgkJgLEM05j8SfrNaB5eVeeMHBJsutbaLVprD1iy+sPpU77deISQYCyPTHK/1tpXW2tfTfJ/khw+/Bu2lUXF7pmPJLle+lSgsF1ckuSbs2L3oJJcP3JhS1LwZrv6xyRXpd+MaeZeSS7yLTXAtvT89ALHg6vq7LGDgZHcIcnZrbXvX7TuR5NcWlWXjRQTjOHI9Lm7DxkeZyZ5//Bv2DZaaw9urX1uyUCxOyf5UpLPjhQWjOHCJHu11v7bonUHJ/lKkqVfCrEFmNKEPU5r7cD0b5WfWVUvXGb7XunzKj0ufY6lzyR5WZJTq+rqJKmqr7XWXpHk91trj0kf3f2UJMdvykXAHMwjF2BPN488aK3dPckJ6XN2v7+1dsBs/6ryyxx7hDn9TDg/fUT3y1trT06/QdOpSZ6z8VcA8zGn3xU+uWSfLya5sqo+vsHhw9zM8efCjiRntNaemz6n92lJTquqhY2/Cli/Of1c+Fhr7ZwkL2utPT79vnCnJjnToMmtyQhv9iittRslOTu7/rPal6TfROPyJC9Kn77klCRnLWn3a0nel+QdSf4wySlV9Zp5xwwbYc65AHukOebBQ4bl89I/4H77MXwAhi1tXrkw/FJ3//R5Kt+T5I/S57X/3Q0JHObM5yPo5vhz4fIk90ty6yR/n+SM9N+dn7chgcOczfnnwnFJPpheQ/qLJG9I8tQ5h8yc7FhY8KUce4bW2q3T/6M6dFj1pKXfzrXWDkvy7iSvT/KwqloYbqrx8iSPTnJMVb1p86KG+ZMLIA9gRi5AJxegkwvQyYXtzQhv9gittROS/FOSO6V/m7aSJwzLk2d/YjUsn5ZkIcljNzJO2GhyAeQBzMgF6OQCdHIBOrmAgjd7ihOSfDLJEUletYt2RyS5rKo+tHhlVV2S5KNJ7r1hEcLmkAsgD2BGLkAnF6CTC9DJhW1OwZs9xeOTHFJVf7tSg9baPklumeRfV2hycZKbtNb2n394sGnkAsgDmJEL0MkF6OQCdHJhm3MjJvYIVfXXq2h202H5pRW2f3lY7pfk0nUHBSOQCyAPYEYuQCcXoJML0MkFjPBmSq43LL+xwvbZ+utvQiwwJrkA8gBm5AJ0cgE6uQCdXJgwBW+m5MphufcK2/cZlldsQiwwJrkA8gBm5AJ0cgE6uQCdXJgwBW+m5MtJrkn/c5Pl7LeoHUyZXAB5ADNyATq5AJ1cgE4uTJiCN5NRVVel34X3oBWaHJR+990vbF5UsPnkAsgDmJEL0MkF6OQCdHJh2hS8mZoLkhzQWtu5eGVr7cAkt0ty4ShRweaTCyAPYEYuQCcXoJML0MmFiVLwZmpeOSyf21q7TpK01nYkeV6SHUnOGCsw2GRyAeQBzMgF6OQCdHIBOrkwUQreTEpVnZvkNUl+JsmFrbVTk5yf5NFJXp/kzSOGB5tGLoA8gBm5AJ1cgE4uQCcXpkvBmyk6LsmJSW6W5IQkBwzPj62qhTEDg00mF0AewIxcgE4uQCcXoJMLE7RjYcFrBwAAAADAns8IbwAAAAAAJkHBGwAAAACASVDwBgAAAABgEhS8AQAAAACYBAVvAAAAAAAmQcEbAAAAAIBJUPAGAAAAAGASFLwBAAAAAJgEBW8AAAAAACZBwRsAAAAAgElQ8AYAAAAAYBIUvAEAAAAAmAQFbwAA2CSttR1b6Tisnb4HANja9ho7AAAApqe19pgkL0tyflUdOW4089dau2WS301yZJLvSfKpJK2qrlmh/c2TnJbkzCTnr+O8103yC0l+OMmT1nGck5I8M8kzqurZu3ucPcW8rre1dlSSJyf5yUXrjkzyziRvr6r7ri9SAADWywhvAABYu1cl+Z9J/iPJG9OLncsWuwevSPKoJOsdHfzwJL+X5HvXeRzWqLV2YJK3Jrn92LEAALAyI7wBAGDt7jYsD6+q/7+K9vMaaGLAynhW6vv3JrlDkis2MRYAAFag4A0AAGu3T5KsstjNhFXV15L8y9hxAADQKXgDALBltNYOS/LrSe6VZL8klyT5yyTPrapPLdP+jklOTHJ4khsn+Yckp6SPwH5Wkv9RVeet4rx7pc+N/Zj00boLST6c5OVJzqiqbw7tXp7kZxfttzD8c9nztNZ+KMm/LVr1ztZakhxUVRcPbb4vyW8keVCSW6ePFH5vkhdU1V8vOtZ5Se49PP3Z1trPJjm5qk4att80fV7v+ye5bXpR/tL0+aWfXVV1bf2wnEXzsT8pvU+eneSOSS5Pf21OqapPL7PfjyR5apL7JLnZEMvb01/Lf1nS9uIkN0lyiyS/neShSW4wnO+FVXXWkvazvji8qi5Ysu3p6a/9t/tmF9e2qj5bNAd4ktx6eN3Pr6ojdzWH91rez8MxL0pyVHofPyjJ96W/f16W5PTZ+xAAgJX5k0gAALaE1tovJfmb9ELfx5Ock+TqJL+Y5B9aa4cuaX94kgvTi6OfTvKWJAcNywes4bzXT/K2JC9OsjPJO9ILmHdI8pIkb2qt7T00/9skr04viGf496uTfG6Fw3912P7Z4fm5w/OvDue+bZIPpBdFvyd9PvAPJrlvkr9qrT1z0bHeNpw/ST4xHOeDw3F+IMn7kzw9yY2G87xzOOaxSd7TWrvVavtkBUelF2u/f1h+PcnxSf6utXabxQ1baw9KL94em+TzSf4iyWVJjktyUWvt6GWOf50kb0ry+OG6LkhySJI/a609d52xf5c19tkHk7xh+PcV6X3/tms5/prez4N9k7w7yaOTfCjJu5LcLv1LgFN35zoBALYbBW8AAEbXWrtzesH560mOqqp7VNVDk7QkJ6WPED67tbbP0H7v9FGvN0pyfFXdpaoekj5K9w1J7rqG0z83yZHpxeTbVNUxVXXMcKz3Jblf+qjxVNUZVXVskmuG58cOj48sd+Cqumxo/8/DqucM7S9rre1I8tr0Uc0vGc79kKo6Msk90kdQn9Ra+8nhWM9J8gfDcf5mOM7Zw/MT04v9L0iys6oeXFU/meSH0guo+6UXUdfjp4Z4dw59ffskL01yyyS/O2vUWrt5ekH4ekmOq6pDquphVXWnJD+fXlA+ayg4L7Zvkh9Ncu+qOqqqjk7yY0m+mOSprbW1vKarseo+G/r5V4b9Lhv6/jkrHXit7+dFdia5MkmrqvtV1U8kmX05cHxr7YbrvGYAgMlT8AYAYCv4lfTPps+uqnNnK6vqmqo6Ocl56dN9PGzY9NPpBelzqurMRe2/nuTnknxpNSdtrX1P+lQm30zyiKq6bNGxPp/kEUm+leSJw0jweToiyaFJPpLkV6vq6kXnfl+SJw9Pf30Vx7osyV8lOamqZqPPU1VfSTKbDuQH1xnv55M8tqquGo79rSRPTB+9/tOttVsO7Y5Pn47kpVX1p4sPUFV/kuQV6cXk45c5xylV9beL2v9jkpOT7Egf+T1PG9lna30/L/YbVXXJon3elqTSvxC4/W7GAwCwbSh4AwCwFRwxLF+7wvY/H5azOaxncyW/YWnDoWD5V6s8713SRxz/3XI3oKyqT6SP8r7h0HaeZtf8f4fi8VKvSy+237O1dt1dHaiqnllVR1fVf8zWtdb2b63dJ31+8yTZe/m9V+2Nww0aF5/3G0lm84zPXpu1vpbLbVvsnF20320b3Gfr6YP3LLNuNiWOEd4AANfCTSsBANgKDhyWF6+wfXbjxwOG5Wzk7b+v0H6l46z1vLNz333Ruedll+euqq+11j6f5OZJvjd9RPKKhvnAn5jknulTZ9x42DQbvbxjnfF+fIX1sy8KDlyyvHiF9ktfy5lvLHdj0mWOPzcb2Ge72wfXDF/YLDW7WaUBSwAA10LBGwCAreDaCouzEc7fGJbXG5YrFQBXW6ictVvYRZul556XuZ27tfbIJK8c2n8s/cadH04fnX6rJH+0rki75UahJ/91Hd9a8nyl61rpmlZ7/Guzy9HwMxvcZ2t9P8/s6r0AAMAqKHgDALAVXJJ+A8GDsvxI4tsMy88Ny9lI4JXmWL7VGs67+PjLWXruednluVtr+6bf3PDKFUb9ztrdKMkfpheEj6mqtyzZ/svzCTe3WGH9rYflbCT2JemjpW+T5BPLtF+pP2/QWrtJVS2df33p8ZPhpqFZ/veZm6wQ57dtQp+t9f0MAMCc+JM4AAC2gncNy4eusH12c7/zhuU7h+X9lzYcbi551CrP+/4kX0vyY6217yqeD1NeHJrky0n+cZXHXM5yI3dn1/zgFebofkj65/XzruU4B6ff0PDvlxZuBz8xLNf72f9+rbXvGLk89PVPpBeO3zGsXutrudjRy6x74LB866J1Xx2Wy00zc/cVzrvY7vTZWkZfr6cPAABYBwVvAAC2ghenF02fPtw0MEnSWtvRWjsx/SaAn0zypmHT2emjvB/cWnv0ovZ7JXlJkv2HVbssUg43YTwjfaTwWa2171t0rP2TnJX+mfmMqrpqHdf39WG536J15yf5hyR3SPKi1tpsmpa01n40yWnD05dcy3FmI5/v2Fr79mjx1tp1W2u/lf/6UuD664g/SW6f5FmzovcQ7x8k+f4kr6qqy4d2Zya5IsljW2uPWnyA1trPJTku/QuEP13mHL+95BrukuTEJFcN55r5p2H5i0v67QlZXcF7d/ps1vf7Li38L2Ot72cAAObElCYAAGykw1prn93F9mdU1ZlVdVFr7UlJXpTk3NbahekF7UOS3C7JpUkeNhSoU1VXttYek+Qvk7yitfbE9BsE3i196o1/T5/u5OpVxPib6aO4j0jyidba+cP6I9NHAb81yTNWfcXL+9iw/P3W2nFJnlpVH2+tPSJ9ZPQTkjygtfae9GlMDk+f5/lZVfXmZY7zgNba/0vypqo6o7X2miQPT/JPrbXz0q/7buk3vPxw+ojm9d5085NJnprkQa21Dye5a5IfSvKBJE+ZNaqqTw9fQpyV5E9ba08Z4t6Z5E7pxfBjq+qSfLerhmt4R5K9k/x4+hcOv1RVH13U7sz0m00ekeSjrbWL0gvyByd5dZLvKLQvVVWf2Y0++8LwuGmSC1pr76uqE1Y4/prezwAAzI8R3gAAbKTrJfmBXTxuOGtYVS9Ocu8kb0wvjj4g/eZ/L0hySFW9d/GBq+rtSQ5LHyV7uyTHpI/cvW+Si4ZmX762AKvqyvQpUJ6UPt/yfdMLqR9K8rgkR1fVem9Y+bwkb06fX/qo9OvLUMQ9NMnp6cXeB6QXWv8yyX2r6sQlsX4wydOSfD592o17Dpv+d5KT06//x9MLt/+WXhS+c5IvJrlHa+1m67iGc9NHPn8zva+/leTZSQ5fNLp7FufZ6QXxs9ILyA8crv2lSQ6tqpVGNv90esH6sCQ/lv5lwH2q6jtuIFlVFw9t3jAc9+jhGo/O8iPHl7OmPquqhfTR6ZXkLkMfrGit72cAAOZjx8KCG4EDALBnaa39QPpI24uHgvXS7R9IcsckN66qKzY7vikZRtK/LMkfV9VjN+gcF6ffnPJWVfWpXbcGAICVGeENAMCe6M7p0078dWtt78UbWmuPTfLfk7xVsRsAALYXc3gDALAnenuSv0+f6/pTw9zXV6XfAPIOST6TPi82AACwjRjhDQDAHqeqrk6/qeRvpN8M8J7p8zdfN8nzk9ypqj4xWoAAAMAozOENAAAAAMAkGOENAAAAAMAkKHgDAAAAADAJCt4AAAAAAEyCgjcAAAAAAJOg4A0AAAAAwCQoeAMAAAAAMAkK3gAAAAAATIKCNwAAAAAAk6DgDQAAAADAJCh4AwAAAAAwCQreAAAAAABMgoI3AAAAAACToOANAAAAAMAk/CeCHaVYzM1URwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 734
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hist(recent, 'total_pop', bins=25, logx=True, \n",
    "          xlabel='Log of total population', ylabel='Number of countries',\n",
    "          title='Distribution of total population of countries 2013-2017');#logx=True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:21.553057Z",
     "start_time": "2017-06-04T04:01:21.549474Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2013-2017    accounted_flow  accounted_flow_border_rivers  agg_to_gdp  \\\n",
      "country                                                                 \n",
      "Afghanistan           19.00                           9.0     22.6000   \n",
      "Albania                3.30                           0.0     22.0500   \n",
      "Algeria                0.39                           0.0     13.0500   \n",
      "Andorra                 NaN                           NaN      0.5239   \n",
      "Angola                 0.40                           0.0         NaN   \n",
      "\n",
      "2013-2017    arable_land  avg_annual_rain_depth  avg_annual_rain_vol  \\\n",
      "country                                                                \n",
      "Afghanistan       7771.0                  327.0             213.5000   \n",
      "Albania            615.6                 1485.0              42.6900   \n",
      "Algeria           7469.0                   89.0             212.0000   \n",
      "Andorra              2.8                    NaN               0.4724   \n",
      "Angola            4900.0                 1010.0            1259.0000   \n",
      "\n",
      "2013-2017    cultivated_area  dam_capacity_per_capita  dependency_ratio  \\\n",
      "country                                                                   \n",
      "Afghanistan           7910.0                    61.76           28.7200   \n",
      "Albania                696.0                  1391.00           10.9300   \n",
      "Algeria               8439.0                   209.30            3.5990   \n",
      "Andorra                  2.8                      NaN               NaN   \n",
      "Angola                5190.0                   377.50            0.2695   \n",
      "\n",
      "2013-2017    flood_occurence  ...  total_pop  total_pop_access_drinking  \\\n",
      "country                       ...                                         \n",
      "Afghanistan              3.7  ...   32527.00                       55.3   \n",
      "Albania                  2.7  ...    2897.00                       95.1   \n",
      "Algeria                  2.8  ...   39667.00                       83.6   \n",
      "Andorra                  3.3  ...      70.47                      100.0   \n",
      "Angola                   1.7  ...   25022.00                       49.0   \n",
      "\n",
      "2013-2017    total_renewable  total_renewable_groundwater  \\\n",
      "country                                                     \n",
      "Afghanistan          65.3300                       10.650   \n",
      "Albania              30.2000                        6.200   \n",
      "Algeria              11.6700                        1.517   \n",
      "Andorra               0.3156                          NaN   \n",
      "Angola              148.4000                       58.000   \n",
      "\n",
      "2013-2017    total_renewable_per_capita  total_renewable_surface  urban_pop  \\\n",
      "country                                                                       \n",
      "Afghanistan                      2008.0                    55.68     8547.0   \n",
      "Albania                         10425.0                    26.35     1835.0   \n",
      "Algeria                           294.2                    10.15    28739.0   \n",
      "Andorra                          4479.0                      NaN       68.9   \n",
      "Angola                           5931.0                   145.40    10052.0   \n",
      "\n",
      "2013-2017    urban_pop_access_drinking  water_total_external_renewable  \\\n",
      "country                                                                  \n",
      "Afghanistan                       78.2                           18.18   \n",
      "Albania                           94.9                            3.30   \n",
      "Algeria                           84.3                            0.42   \n",
      "Andorra                          100.0                             NaN   \n",
      "Angola                            75.4                            0.40   \n",
      "\n",
      "2013-2017    population_density  \n",
      "country                          \n",
      "Afghanistan            0.498223  \n",
      "Albania                1.007652  \n",
      "Algeria                0.166546  \n",
      "Andorra                1.499362  \n",
      "Angola                 0.200706  \n",
      "\n",
      "[5 rows x 55 columns]\n"
     ]
    }
   ],
   "source": [
    "recent['population_density'] = recent.total_pop.divide(recent.total_area)#人口面积/人口面积==密度\n",
    "print(recent.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Over time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### One country"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check a sample we have familiarity with. \n",
    "* Are the units what we think they are? \n",
    "* Does this behavior correspond with our pre-existing knowledge? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:22.494741Z",
     "start_time": "2017-06-04T04:01:21.782433Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 289,
       "width": 421
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(time_series(data, 'United States of America', 'total_pop'));\n",
    "plt.xlabel('Year');\n",
    "plt.ylabel('Population');\n",
    "plt.title('United States population over time');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### One region "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:25.159585Z",
     "start_time": "2017-06-04T04:01:22.496253Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Saint Kitts and Nevis', 'Antigua and Barbuda', 'Dominica', 'Saint Vincent and the Grenadines', 'Saint Lucia', 'Grenada', 'Belize', 'Bahamas', 'Barbados', 'Trinidad and Tobago', 'Panama', 'Costa Rica', 'Jamaica', 'Nicaragua', 'Honduras', 'El Salvador', 'Dominican Republic', 'Haiti', 'Guatemala', 'Cuba', 'Canada', 'Mexico', 'United States of America']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 370,
       "width": 421
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.color_palette(sns.diverging_palette(220, 280, s=85, l=25, n=23)):\n",
    "    north_america = time_slice(subregion(data, 'North America'), '1958-1962').sort_values('total_pop').index.tolist()\n",
    "    print(north_america)\n",
    "    for country in north_america:\n",
    "        plt.plot(time_series(data, country, 'total_pop'), label=country);\n",
    "        plt.xlabel('Year');\n",
    "        plt.ylabel('Population');\n",
    "        plt.title('North American populations over time');\n",
    "    plt.legend(loc=2,prop={'size':10});\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这除了北美洲是最大的国家之外，什么也没有告诉我们。我们想了解每个国家的人口是如何随着时间的推移而变化的，主要是参照自身的变化。\n",
    "\n",
    "我们应该通过什么标准化？我们可以选择一个国家的最小、平均、中位数、最大值…或任何其他位置\n",
    "\n",
    "让我们选择最小值，这样我们就能看到每个国家在起始人口上的增长。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:27.967728Z",
     "start_time": "2017-06-04T04:01:25.161048Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 370,
       "width": 416
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.color_palette(sns.diverging_palette(220, 280, s=85, l=25, n=23)):\n",
    "    for country in north_america:\n",
    "        ts = time_series(data, country, 'total_pop')\n",
    "        ts['norm_pop'] = ts.total_pop/ts.total_pop.min()*100\n",
    "        plt.plot(ts['norm_pop'], label=country);\n",
    "        plt.xlabel('Year');\n",
    "        plt.ylabel('Percent increase in population');\n",
    "        plt.title('Percent increase in population from 1960 in North American countries');\n",
    "    plt.legend(loc=2,prop={'size':10});\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are too many lines here!  We should really only have 3-4 lines on a plot to be able to spot patterns. What we can see, however, is that *generally*, larger countries grow faster thatn smaller, with two main exceptions. But, we can't figure out which countries those are. Another option is a heatmap. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:27.990285Z",
     "start_time": "2017-06-04T04:01:27.969334Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time_period                        1958-1962   1963-1967   1968-1972  \\\n",
      "country                                                                \n",
      "Antigua and Barbuda               100.000000  110.104777  119.339371   \n",
      "Bahamas                           100.000000  126.011561  146.820809   \n",
      "Barbados                          100.000000  101.719690  103.783319   \n",
      "Belize                            100.000000  115.720300  130.608892   \n",
      "Canada                            100.000000  109.265809  118.660236   \n",
      "Costa Rica                        100.000000  118.283322  135.868807   \n",
      "Cuba                              100.000000  110.926174  121.140940   \n",
      "Dominica                          100.000000  109.196515  115.747015   \n",
      "Dominican Republic                100.000000  117.154218  135.188867   \n",
      "El Salvador                       100.000000  115.573770  131.898907   \n",
      "Grenada                           102.472558  105.288835  104.157889   \n",
      "Guatemala                         100.000000  114.597200  131.696121   \n",
      "Haiti                             100.000000  110.514541  121.227939   \n",
      "Honduras                          100.000000  116.222534  133.006078   \n",
      "Jamaica                           100.000000  107.555027  114.812612   \n",
      "Mexico                            100.000000  116.678967  136.482165   \n",
      "Nicaragua                         100.000000  116.057234  135.135135   \n",
      "Panama                            100.000000  115.973378  133.777038   \n",
      "Saint Kitts and Nevis             123.264813  114.582830  107.206771   \n",
      "Saint Lucia                       100.000000  108.079053  115.647736   \n",
      "Saint Vincent and the Grenadines  100.000000  105.444057  111.128470   \n",
      "Trinidad and Tobago               100.000000  105.215909  110.079545   \n",
      "United States of America          100.000000  106.177389  111.132539   \n",
      "\n",
      "time_period                        1973-1977   1978-1982   1983-1987  \\\n",
      "country                                                                \n",
      "Antigua and Barbuda               124.702540  122.447167  112.733085   \n",
      "Bahamas                           162.758051  181.915772  200.990917   \n",
      "Barbados                          106.964746  109.114359  110.748065   \n",
      "Belize                            140.671527  155.560119  178.971147   \n",
      "Canada                            127.138264  134.072883  142.240086   \n",
      "Costa Rica                        154.082345  175.924634  200.418702   \n",
      "Cuba                              129.328859  133.234899  137.838926   \n",
      "Dominica                          118.441433  121.281058  116.763472   \n",
      "Dominican Republic                153.706333  172.649815  192.132917   \n",
      "El Salvador                       147.848361  161.270492  172.540984   \n",
      "Grenada                           100.000000  103.215434  110.189600   \n",
      "Guatemala                         151.021345  172.320404  195.639201   \n",
      "Haiti                             132.761621  148.023863  165.821526   \n",
      "Honduras                          154.604956  180.832165  210.285180   \n",
      "Jamaica                           122.903034  131.588340  139.738251   \n",
      "Mexico                            158.273063  178.469865  198.206642   \n",
      "Nicaragua                         157.604663  182.087970  205.776365   \n",
      "Panama                            152.911814  172.545757  192.845258   \n",
      "Saint Kitts and Nevis             106.287787  103.409915  100.000000   \n",
      "Saint Lucia                       122.488870  131.610381  142.252145   \n",
      "Saint Vincent and the Grenadines  117.353683  122.821776  127.268357   \n",
      "Trinidad and Tobago               118.181818  127.386364  135.795455   \n",
      "United States of America          116.277409  121.939321  127.918128   \n",
      "\n",
      "time_period                        1988-1992   1993-1997   1998-2002  \\\n",
      "country                                                                \n",
      "Antigua and Barbuda               112.644291  128.272065  142.123957   \n",
      "Bahamas                           219.735756  236.994220  255.326177   \n",
      "Barbados                          112.725709  114.746346  116.723990   \n",
      "Belize                            199.507136  227.538762  269.226820   \n",
      "Canada                            151.950697  160.080386  167.679528   \n",
      "Costa Rica                        227.285415  257.013259  283.531054   \n",
      "Cuba                              144.107383  147.651007  150.134228   \n",
      "Dominica                          114.520813  114.165860  112.633107   \n",
      "Dominican Republic                212.127237  231.837546  250.837830   \n",
      "El Salvador                       184.153005  194.398907  200.614754   \n",
      "Grenada                           107.772480  112.096685  113.205455   \n",
      "Guatemala                         220.771173  249.529493  281.661694   \n",
      "Haiti                             183.619190  201.640567  219.612230   \n",
      "Honduras                          242.169238  273.772791  303.833567   \n",
      "Jamaica                           144.140393  150.803093  156.751933   \n",
      "Mexico                            219.212792  240.900369  259.724477   \n",
      "Nicaragua                         229.517753  253.683095  274.085851   \n",
      "Panama                            214.226290  237.354409  261.647255   \n",
      "Saint Kitts and Nevis             100.024184  106.118501  113.518742   \n",
      "Saint Lucia                       154.088392  163.970029  173.960256   \n",
      "Saint Vincent and the Grenadines  129.792092  129.792092  130.032448   \n",
      "Trinidad and Tobago               140.568182  143.295455  145.227273   \n",
      "United States of America          134.424401  142.229531  150.354163   \n",
      "\n",
      "time_period                        2003-2007   2008-2012   2013-2017  \n",
      "country                                                               \n",
      "Antigua and Barbuda               149.884568  158.177944  163.061623  \n",
      "Bahamas                           282.658960  307.514451  320.396367  \n",
      "Barbados                          118.744626  121.066208  122.184007  \n",
      "Belize                            306.396961  345.723380  368.929048  \n",
      "Canada                            176.752412  186.859593  192.604502  \n",
      "Costa Rica                        304.884857  324.773203  335.519888  \n",
      "Cuba                              151.463087  152.255034  152.885906  \n",
      "Dominica                          114.230397  115.666344  117.263633  \n",
      "Dominican Republic                269.923317  288.412383  299.005964  \n",
      "El Salvador                       204.439891  207.377049  209.255464  \n",
      "Grenada                           114.868611  116.975274  118.416676  \n",
      "Guatemala                         316.685793  352.742713  375.097544  \n",
      "Haiti                             237.559036  255.754412  266.244096  \n",
      "Honduras                          333.520337  361.664329  377.512856  \n",
      "Jamaica                           160.916121  164.366449  166.151101  \n",
      "Mexico                            278.324723  300.297663  312.464945  \n",
      "Nicaragua                         292.633810  311.446741  322.310546  \n",
      "Panama                            286.023295  311.480865  326.871880  \n",
      "Saint Kitts and Nevis             122.055623  129.746070  134.389359  \n",
      "Saint Lucia                       184.819199  196.438267  200.890433  \n",
      "Saint Vincent and the Grenadines  130.993871  131.354405  131.594760  \n",
      "Trinidad and Tobago               148.750000  152.500000  154.545455  \n",
      "United States of America          157.226325  164.076597  167.712042  \n"
     ]
    }
   ],
   "source": [
    "north_america_pop = variable_slice(subregion(data, 'North America'), 'total_pop')\n",
    "north_america_norm_pop = north_america_pop.div(north_america_pop.min(axis=1), axis=0)*100\n",
    "print(north_america_norm_pop)\n",
    "north_america_norm_pop = north_america_norm_pop.loc[north_america]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:29.310929Z",
     "start_time": "2017-06-04T04:01:27.991779Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 755,
       "width": 1024
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 12));\n",
    "sns.heatmap(north_america_norm_pop, ax=ax, cmap=sns.light_palette((214, 90, 60), input=\"husl\", as_cmap=True));\n",
    "plt.xticks(rotation=45);\n",
    "plt.xlabel('Time period');\n",
    "plt.ylabel('Country, ordered by population in 1960 (<- greatest to least ->)');\n",
    "plt.title('Percent increase in population from 1960');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring *total renewable water resources*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:30.444702Z",
     "start_time": "2017-06-04T04:01:29.750016Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 511,
       "width": 739
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hist(recent, 'total_renewable', bins=50, \n",
    "          xlabel='Total renewable water resources ($10^9 m^3/yr$)',\n",
    "          ylabel='Number of countries', \n",
    "          title='Distribution of total renewable water resources, 2013-2017');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:31.545379Z",
     "start_time": "2017-06-04T04:01:30.446160Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2.00000000e-02 2.60643588e-02 3.39675401e-02 4.42671076e-02\n",
      " 5.76896889e-02 7.51822376e-02 9.79788409e-02 1.27687783e-01\n",
      " 1.66405010e-01 2.16861995e-01 2.82618442e-01 3.68313425e-01\n",
      " 4.79992663e-01 6.25535050e-01 8.15208500e-01 1.06239434e+00\n",
      " 1.38453137e+00 1.80434612e+00 2.35145624e+00 3.06445996e+00\n",
      " 3.99365920e+00 5.20460832e+00 6.78273894e+00 8.83938707e+00\n",
      " 1.15196478e+01 1.50126117e+01 1.95647049e+01 2.54970745e+01\n",
      " 3.32282449e+01 4.33036450e+01 5.64340871e+01 7.35459148e+01\n",
      " 9.58463556e+01 1.24908690e+02 1.62783246e+02 2.12142047e+02\n",
      " 2.76467322e+02 3.60297174e+02 4.69545741e+02 6.11920434e+02\n",
      " 7.97465689e+02 1.03927159e+03 1.35439739e+03 1.76507497e+03\n",
      " 2.30027737e+03 2.99776274e+03 3.90673819e+03 5.09133130e+03\n",
      " 6.63511430e+03 8.64700000e+03]\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 516,
       "width": 734
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hist(recent, 'total_renewable', bins=50, \n",
    "          xlabel='Total renewable water resources ($10^9 m^3/yr$)',\n",
    "          ylabel='Number of countries', logx=True,\n",
    "          title='Distribution of total renewable water resources, 2013-2017');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:31.566332Z",
     "start_time": "2017-06-04T04:01:31.546891Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "north_america_renew = variable_slice(subregion(data, 'North America'), 'total_renewable')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:32.883192Z",
     "start_time": "2017-06-04T04:01:31.567731Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 755,
       "width": 1029
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 12));\n",
    "sns.heatmap(north_america_renew, ax=ax, cmap=sns.light_palette((214, 90, 60), input=\"husl\", as_cmap=True));\n",
    "plt.xticks(rotation=45);\n",
    "plt.xlabel('Time period');\n",
    "plt.ylabel('Country, ordered by Total renewable water resources in 1960 (<- greatest to least ->)');\n",
    "plt.title('Total renewable water resources increase in population from 1960');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assessing many variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:32.962048Z",
     "start_time": "2017-06-04T04:01:32.952315Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "def two_hist(df, variable, bins=50,\n",
    "              ylabel='Number of countries', title=None):\n",
    "\n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(18,8))\n",
    "    ax1 = plot_hist(df, variable, bins=bins, \n",
    "                    xlabel=variable, ylabel=ylabel, \n",
    "                    ax=ax1, title=variable if not title else title)\n",
    "    ax2 = plot_hist(df, variable, bins=bins, \n",
    "                    xlabel='Log of '+ variable, ylabel=ylabel, \n",
    "                    logx=True, ax=ax2, \n",
    "                    title='Log of '+ variable if not title else title)\n",
    "    plt.close()\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:32.968970Z",
     "start_time": "2017-06-04T04:01:32.963454Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "def hist_over_var(df, variables, bins=50,\n",
    "                  ylabel='Number of countries', title=None):\n",
    "    \n",
    "    variable_slider = widgets.Dropdown(options=variables.tolist(),\n",
    "                                      value=variables[0],\n",
    "                                      description='Variable:',\n",
    "                                      disabled=False,\n",
    "                                      button_style='')\n",
    "    widgets.interact(two_hist, df=widgets.fixed(df), \n",
    "                     variable=variable_slider, ylabel=widgets.fixed(ylabel),\n",
    "                     title=widgets.fixed(title), bins=widgets.fixed(bins));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T04:01:34.351175Z",
     "start_time": "2017-06-04T04:01:32.970463Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ba9583ae3a8341cea011e28cee62c7c2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Variable:', options=('accounted_flow', 'accounted_flow_border_rive…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_over_var(recent, recent.columns, bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
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  "nav_menu": {},
  "toc": {
   "navigate_menu": true,
   "number_sections": true,
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   "toc_cell": true,
   "toc_section_display": "block",
   "toc_window_display": false
  }
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 "nbformat": 4,
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}
